<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="review-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR Med Educ</journal-id><journal-id journal-id-type="publisher-id">mededu</journal-id><journal-id journal-id-type="index">20</journal-id><journal-title>JMIR Medical Education</journal-title><abbrev-journal-title>JMIR Med Educ</abbrev-journal-title><issn pub-type="epub">2369-3762</issn><publisher><publisher-name>JMIR Publications</publisher-name><publisher-loc>Toronto, Canada</publisher-loc></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">v12i1e70400</article-id><article-id pub-id-type="doi">10.2196/70400</article-id><article-categories><subj-group subj-group-type="heading"><subject>Review</subject></subj-group></article-categories><title-group><article-title>Interventions to Enhance COVID-19 Pandemic Health Literacy in Health Professionals: Systematic Review</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Hasenpusch</surname><given-names>Claudia</given-names></name><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Kuper</surname><given-names>Paula</given-names></name><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Skiba</surname><given-names>Eva-Maria</given-names></name><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Sprenger</surname><given-names>Antonia Anabella</given-names></name><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Matterne</surname><given-names>Uwe</given-names></name><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Kannengie&#x00DF;er</surname><given-names>Lena</given-names></name><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Gr&#x00E4;tsch</surname><given-names>Esther Ivanka</given-names></name><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Shin</surname><given-names>Jaekyung</given-names></name><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Li</surname><given-names>Mengtong</given-names></name><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Apfelbacher</surname><given-names>Christian Joachim</given-names></name><xref ref-type="aff" rid="aff1"/></contrib></contrib-group><aff id="aff1"><institution>Institute of Social Medicine and Health Systems Research, Medical Faculty, Otto von Guericke University Magdeburg</institution><addr-line>Leipziger Stra&#x00DF;e 44</addr-line><addr-line>Magdeburg</addr-line><country>Germany</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Stone</surname><given-names>Alicia</given-names></name></contrib><contrib contrib-type="editor"><name name-style="western"><surname>Cardoso</surname><given-names>Taiane de Azevedo</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Seng</surname><given-names>Jun Jie Benjamin</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Stuby</surname><given-names>Loric</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Markham</surname><given-names>Sarah</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Claudia Hasenpusch, Institute of Social Medicine and Health Systems Research, Medical Faculty, Otto von Guericke University Magdeburg, Leipziger Stra&#x00DF;e 44, Magdeburg, 39120, Germany, 49 3916724302; <email>claudia.hasenpusch@med.ovgu.de</email></corresp></author-notes><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>10</day><month>7</month><year>2026</year></pub-date><volume>12</volume><elocation-id>e70400</elocation-id><history><date date-type="received"><day>22</day><month>12</month><year>2024</year></date><date date-type="rev-recd"><day>05</day><month>05</month><year>2026</year></date><date date-type="accepted"><day>21</day><month>05</month><year>2026</year></date></history><copyright-statement>&#x00A9; Claudia Hasenpusch, Paula Kuper, Eva-Maria Skiba, Antonia Anabella Sprenger, Uwe Matterne, Lena Kannengie&#x00DF;er, Esther Ivanka Gr&#x00E4;tsch, Jaekyung Shin, Mengtong Li, Christian Joachim Apfelbacher. Originally published in JMIR Medical Education (<ext-link ext-link-type="uri" xlink:href="https://mededu.jmir.org">https://mededu.jmir.org</ext-link>), 10.7.2026. </copyright-statement><copyright-year>2026</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Medical Education, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://mededu.jmir.org/">https://mededu.jmir.org/</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://mededu.jmir.org/2026/1/e70400"/><abstract><sec><title>Background</title><p>The COVID-19 pandemic has placed a significant burden on health professionals (HPs). They face higher infection risks due to the nature of their work environment and patient care responsibilities. Their ability to access and apply reliable COVID-19 information affects their own preventive behavior and that of those around them. In this context, health literacy (HL) has become increasingly important. Despite extensive research, information to foster COVID-19&#x2013;related HL in HPs remains limited.</p></sec><sec><title>Objective</title><p>This systematic review aimed to identify, appraise, and synthesize intervention studies on the effectiveness of COVID-19&#x2013;related HL interventions in HPs.</p></sec><sec sec-type="methods"><title>Methods</title><p>Five electronic databases (eg, PubMed (MEDLINE), Embase), six clinical trials registries (eg, ISRCTN registry), one preprint server (MEDRXIV), published conference proceedings, and five gray literature databases (eg, opengrey.eu, ProQuest) were searched in May 2022 and updated in August 2025. Reference lists of included studies were screened manually. Two reviewers independently screened titles, abstracts, and full-texts according to eligibility criteria and extracted data; disagreements were resolved by discussion or consultation with a third reviewer. We included randomized controlled trials (RCTs), nonrandomized studies of interventions, and uncontrolled before-and-after studies evaluating the effectiveness of any COVID-19&#x2013;related HL intervention. Primary outcomes include COVID-19&#x2013;related HL, its four facets (access, understand, appraise, and apply COVID-19 information), and indicators (eg, COVID-19&#x2013;related knowledge), assessed at postintervention and follow-up. When studies were sufficiently similar, random-effects meta-analyses were performed; otherwise, a narrative synthesis was provided. Risk of bias was assessed using validated tools based on study design, and the overall certainty of the evidence was evaluated by the GRADE (Grading of Recommendations, Assessment, Development, and Evaluation) approach.</p></sec><sec sec-type="results"><title>Results</title><p>We included 15 RCTs (2034 participants), 4 nonrandomized studies of interventions (291 participants), 74 uncontrolled before-and-after studies (327,298 participants), 5 ongoing studies, and 1 study with awaiting classification. Interventions targeted a broad range of health occupational groups. Intervention type, delivery mode, methods, settings, and comparator varied widely. No outcome measure explicitly referred to an HL model. Most studies aimed to enhance COVID-19&#x2013;related knowledge and skills, and had a high risk of bias. COVID-19-related interventions may increase knowledge of vaccines (standardized mean difference 1.00; 95% CI 0.33 to 1.67, <italic>I</italic><sup>2</sup>=24%), and the infection prevention control skills, such as donning and doffing of personal protective equipment (standardized mean difference 1.95; 95% CI 1.82 to 3.09, <italic>I</italic><sup>2</sup>=46%), but the evidence remains very uncertain.</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>COVID-19&#x2013;related HL interventions may promote HP&#x2019;s short-term competencies in infection control. However, the evidence remains uncertain, primarily due to the low quality of studies, characterized by a high risk of bias. Interventions specifically designed to enhance the full COVID-19 HL operationalized by its four facets are lacking. High-quality RCTs with sufficient statistical power, grounded in HL theoretical principles, are needed to achieve precise understanding.</p></sec><sec><title>Trial Registration</title><p>PROSPERO CRD42022301810; https://www.crd.york.ac.uk/PROSPERO/view/CRD42022301810</p></sec></abstract><kwd-group><kwd>pandemics</kwd><kwd>SARS-CoV-2</kwd><kwd>infection control</kwd><kwd>comparative effectiveness research</kwd><kwd>health literacy</kwd><kwd>health education</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>The occurrence of novel infectious diseases, such as COVID-19, requires a rapid implementation of prevention measures to contain the spread of the virus. Infection control measures to protect oneself and others are linked to behavior changes of individuals [<xref ref-type="bibr" rid="ref1">1</xref>]. In the face of constantly changing recommendations and infection control measures in the early phase of the pandemic, individuals needed to recognize recommended measures such as social distancing, wearing a face mask, washing and disinfecting their hands regularly, testing for SARS-CoV-2, or getting vaccinated, and had to be capable of carrying them out [<xref ref-type="bibr" rid="ref2">2</xref>-<xref ref-type="bibr" rid="ref4">4</xref>]. For example, in March 2020, using a face mask was not considered an effective preventive measure for the prevention of potential transmission of SARS-CoV-2, while in June 2020, the World Health Organization (WHO) had modified their recommendation based on new evidence of its effectiveness [<xref ref-type="bibr" rid="ref5">5</xref>]. Attainment of habituation of preventative behavior is important to consider as well if one wishes the behavior to be sustained [<xref ref-type="bibr" rid="ref1">1</xref>].</p><p>The pandemic has not only posed unprecedented challenges for the general population, but health professionals (HPs) in particular faced a high burden, including occupational exposure, increased workload demands, rapidly changing infection-prevention requirements in patient care, and considerable psychological strain [<xref ref-type="bibr" rid="ref6">6</xref>-<xref ref-type="bibr" rid="ref8">8</xref>]. HPs, including physicians, nurses, midwives, physiotherapists, and other HPs [<xref ref-type="bibr" rid="ref9">9</xref>], have a heightened risk of infection, especially during patient care and disposal of biomedical infectious waste. The risk for infection in this occupational population is 35% higher than in professions without infection-relevant working conditions [<xref ref-type="bibr" rid="ref10">10</xref>], given the direct exposure to individuals who may be asymptomatic carriers of infectious diseases such as COVID-19. Besides their daily demands, HPs need to be cautious to prevent the spread of infections to noninfected patients, colleagues, and even their own social environment, simultaneously [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref12">12</xref>]. This requires real-time adjustments, that is, adapting to changes in governmental policies, recommendations, and adhering to guidance and clinical protocols immediately in order to ensure that care is provided adequately and safely. In addition, HPs deal with ethical responsibilities and moral obligations [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref14">14</xref>] when deciding to spend time in environments where the risk of infection is heightened. This dilemma, the responsibility to provide high-quality care to patients while simultaneously safeguarding themselves from potential harm, was intensified during the pandemic, when the demand for health care services was overwhelming [<xref ref-type="bibr" rid="ref7">7</xref>]. Infection disease prevention competencies, such as proper hand hygiene, surface disinfection, use of personal protective equipment (PPE), biomedical waste management, and infection prevention and control practice training, are crucial in mitigating the infection risks for HPs and those around them [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref15">15</xref>].</p><p>Implementing personal protective measures in one&#x2019;s everyday life depends on the ability to access, understand, appraise, and apply pandemic-relevant recommendations and information [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref17">17</xref>]. This ability can be defined as COVID-19&#x2013;related health literacy (HL) [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref19">19</xref>]. In general, HL refers to the motivation, knowledge, and competencies of individuals (access, understand, appraise, and apply health information) to make decisions related to their health [<xref ref-type="bibr" rid="ref20">20</xref>]. Various factors influence the health-related competencies of individuals, for instance, situational (eg, media use, social support, family, and peer influences) and personal determinants (eg, age, gender, and socioeconomic status) [<xref ref-type="bibr" rid="ref20">20</xref>]. As the onset of the COVID-19 pandemic, and followed by its transition into an endemic, HL in the context of communicable diseases, particularly of COVID-19, has gained substantial importance [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref22">22</xref>]. It has been suggested that adequate HL may not be as prevalent among populations as needed to successfully navigate the increasing amount of both reliable information and misinformation during the onset of the pandemic, referred to as &#x201C;infodemic&#x201D; [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref23">23</xref>-<xref ref-type="bibr" rid="ref26">26</xref>]. The <italic>Health Literacy Survey COVID-19</italic> found that during the first wave of the COVID-19 outbreak in Germany (spring 2020), 50.4% (n=1037) of the study population had &#x201C;insufficient&#x201D; COVID-19&#x2013;related HL [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref22">22</xref>]. These findings are comparable to the results of previous studies on general HL [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref27">27</xref>]. However, the proportion of participants with low HL decreased by 14.9% at the second time of measurement (December 2020) [<xref ref-type="bibr" rid="ref22">22</xref>]. Okan et al [<xref ref-type="bibr" rid="ref22">22</xref>] assumed this can be explained by the fact that, since the beginning of the COVID-19 pandemic, information about SARS-CoV-2 and COVID-19 has been provided continuously and extensively on different information channels. Further, synthesized evidence has shown an association between HL and (nonpandemic) infectious disease prevention behavior [<xref ref-type="bibr" rid="ref28">28</xref>]. This association may be even more relevant during a pandemic.</p><p>HL may be improved by providing valid and comprehensible information, effective communication strategies, and structured education [<xref ref-type="bibr" rid="ref29">29</xref>]. Interventions are either tailored to the specific needs of at-risk individuals (eg, patients or predisposed individuals) or the general population [<xref ref-type="bibr" rid="ref29">29</xref>]. HL is a crucial intervention target, as it may counteract the widespread dis- and misinformation during a pandemic [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref30">30</xref>].</p><p>There is evidence that HL can be improved by interventions. A systematic review of school-based educational interventions found higher competence in the critical appraisal of health claims shortly after intervention (eg, knowledge and skills) [<xref ref-type="bibr" rid="ref31">31</xref>]. Another systematic review concluded that group and individual interventions in both primary health care and community settings may support sustained change in HL [<xref ref-type="bibr" rid="ref32">32</xref>]. Further systematic reviews reported that interventions aiming to improve HPs&#x2019; mental HL [<xref ref-type="bibr" rid="ref33">33</xref>] and eHealth literacy [<xref ref-type="bibr" rid="ref34">34</xref>] were effective.</p><p>However, interventions aiming to improve HL should be conceptually distinguished from broader health education interventions, infection prevention, or behavioral skills training. While health education programs often focus on providing knowledge, teaching procedural skills, or promoting specific behaviors, HL interventions more specifically aim to strengthen individuals&#x2019; competencies to access, understand, appraise, and apply health information in order to make informed health decisions [<xref ref-type="bibr" rid="ref35">35</xref>]. Although health education strategies are often used to foster HL competencies, these approaches are not conceptually synonymous and should therefore be differentiated when defining and interpreting intervention studies.</p><p>While a considerable amount of research has been undertaken on HL during the COVID-19 pandemic [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref35">35</xref>-<xref ref-type="bibr" rid="ref37">37</xref>], evidence on interventions specifically aiming to enhance COVID-19&#x2013;related HL among HPs remains limited [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]. Therefore, the purpose of this systematic review was to identify, appraise, and synthesize studies examining the effectiveness of interventions aiming to improve COVID-19&#x2013;related HL, its dimensions (access, understand, appraise, and apply), or related competency indicators among HPs.</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Study Design</title><p>The systematic review was reported according to the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2020 Statement and Checklist (<xref ref-type="supplementary-material" rid="app6">Checklist 1</xref>) and abstract checklist (<xref ref-type="supplementary-material" rid="app7">Checklist 2</xref>) [<xref ref-type="bibr" rid="ref38">38</xref>]. It was registered at PROSPERO (CRD42022301810).</p></sec><sec id="s2-2"><title>Ethics Approval and Consent to Participate</title><p>This study is a systematic review of the literature. Ethical approval was not necessary.</p></sec><sec id="s2-3"><title>Search Strategy</title><p>We searched in five electronic databases (PubMed [MEDLINE], Embase, Web of Science [Science Citation Index &#x0026; Social Sciences Citation Index], PsycInfo, and Epistemonikos Database). To identify ongoing studies, we also searched five clinical trial registries (Cochrane Central Register of Controlled Trials, Cochrane COVID-19 Study Register, ISRCTN registry, Australian New Zealand Clinical Trials Registry, and EU Clinical Trials Register). Additionally, we screened preprint servers (medRxiv), published conference proceedings, and gray literature (Base, opengrey.eu, Social Science Open Access, Centers for Disease Control and Prevention WONDER, and ProQuest). We manually searched the reference lists of included studies and contacted corresponding authors to obtain unpublished study reports. The initial search was performed in May 2022, followed by a first and second update search in December 2023 and August 2025. Only studies published after the onset of COVID-19 (December 2019) were considered; a filter was applied accordingly. The search strategy was not restricted in terms of the population of interest or language. The review question was operationalized based on the PICO (Population-Intervention-Comparator-Outcome) framework, which was extended by the study design [<xref ref-type="bibr" rid="ref39">39</xref>]. The search strategies are presented in detail in the additional file <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref> [<xref ref-type="bibr" rid="ref40">40</xref>-<xref ref-type="bibr" rid="ref42">42</xref>].</p></sec><sec id="s2-4"><title>Eligibility Criteria</title><sec id="s2-4-1"><title>Population</title><p>According to the international classification of health workers provided by the WHO (2019) [<xref ref-type="bibr" rid="ref9">9</xref>], we included HPs, representing an occupational population, who (1) provide preventive, curative, rehabilitative, and promotional health services based on extensive theoretical and practical knowledge in diagnosing and treating diseases (eg, doctors and nurses), (2) perform technical and practical tasks and assist (eg, medical and pathology laboratory technicians, pharmaceutical technicians, community health workers, and ambulance workers), (3) provide direct personal care in health care and residential settings, assist with health care procedures, and perform routine tasks to support health services (eg, health care assistants and home-based personal care workers), (4) provide health management and support (eg, biomedical engineers, medical physicists, clinical psychologists, social workers, medical secretaries, ambulance drivers, and other professional, technical, administrative, and support staff), and (5) participate in the health labor market by providing health services, including medical interns and trainees offering clinical services as part of their education. Additionally, we also included studies on students of various health care&#x2013;related fields (eg, medicine, nursing, paramedics, and health sciences).</p></sec><sec id="s2-4-2"><title>Interventions</title><p>Any type of intervention was eligible if aimed at enhancing COVID-19 pandemic&#x2013;related HL or at least one of the four HL components, or a related competency conceptually linked to these components. Moreover, educational or training interventions were eligible when their content or intended outcomes could be meaningfully aligned with the underlying HL framework. Therefore, we also included interventions addressing COVID-19&#x2013;related knowledge, skills, and competencies as HL proxies, here referred to as indicators. Eligible intervention approaches included, for instance, digital interventions (eg, self-help tools delivered via apps and online training sessions via video), group-based or individual interventions, and educational interventions (eg, lectures and workshops) delivered by scientists, educators, or HPs. We excluded experimental interventions such as manipulations examining cognitive processes. Further, for intervention studies that target behavior changes without a discernible link to HL-related competencies, or mental health outcomes, mental HL was judged as not eligible. Interventions, which contain exposure to other epidemic or pandemic infectious disease outbreaks (eg, SARS-CoV-1 and MERS [Middle East respiratory syndrome]) or chronic infectious diseases (eg, tuberculosis and hepatitis) were also excluded.</p></sec><sec id="s2-4-3"><title>Outcomes</title><p>This systematic review refers to the integrated model of HL by S&#x00F8;rensen et al [<xref ref-type="bibr" rid="ref20">20</xref>]. We adapted the definition of HL in the context of COVID-19 as &#x201C;knowledge and competences to access, understand, appraise, and apply COVID-19 pandemic&#x2013;related health information in order to make judgments and take decisions in everyday life concerning COVID-19 infection prevention&#x201D; [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref20">20</xref>]. Based on this definition, the primary outcomes were COVID-19&#x2013;related HL as well as components and indicators (eg, knowledge and skills), assessed using either objective or subjective instruments.</p><p>As validated instruments specifically measuring COVID-19&#x2013;related HL among HPs were largely unavailable during the early phase of the pandemic [<xref ref-type="bibr" rid="ref43">43</xref>], we considered observable indicators reflecting HL competencies. These indicators were not regarded as equivalent to the full construct of HL, but as proxy measures for specific components within the underlying framework. Within the integrated HL model, knowledge and related competencies are required for processing and using health information. Knowledge tests were therefore considered proxy indicators of the &#x201C;understand&#x201D; component, while performance-based infection prevention skills were considered indicators of &#x201C;apply&#x201D; for the purpose of this review. Performance or achievement indices and COVID-19&#x2013;specific knowledge tests were eligible when they could be conceptually linked to objectively assessed HL-related competencies. Subjective HL comprised self-reported judgments about how well individuals perceive themselves to know and be able to access, understand, appraise, and apply COVID-19&#x2013;specific health information.</p><p>With regard to &#x201C;knowledge&#x201D; as an HL indicator, we distinguished between general and specific COVID-19 knowledge. General COVID-19 knowledge covered a broad range of basic themes, including, but not limited to, disease symptoms, routes of transmission, incubation periods, and infection prevention and control measures. Specific COVID-19 knowledge referred to more focused areas, such as vaccination, handling of PPE, infection management strategies, mechanisms of virus transmission, or detailed infection prevention and control measures.</p><p>Further, skills were considered as HL-related indicators only when they reflected the application of COVID-19&#x2013;specific infection prevention knowledge rather than purely technical clinical procedures. In this review, the indicator &#x201C;skill&#x201D; referred to the ability or capacity of protecting oneself and/or others (eg, patients, colleagues, and family members) from a SARS-CoV-2 infection through correctly performing recommended prevention control measures such as donning and doffing of PPE, hand hygiene, surface disinfection, wearing a mask, managing biomedical waste, and conducting nasopharyngeal swabs.</p><p>The secondary outcomes were classified and conceptually assigned to the underlying model [<xref ref-type="bibr" rid="ref20">20</xref>]: prevalence of infection prevention behavior and adherence to recommended infection prevention measures (health behavior), attitudes toward recommended infection prevention measures and perceived confidence and self-efficacy (determinants), usage and frequency of consultation of trusted sources of information (access), and perceived or objective health status, health-related quality of life, and frequency of health care usage (health outcomes). Behavioral outcomes were not considered as direct measures of the &#x201C;apply&#x201D; facet but were interpreted as behavioral outcomes potentially influenced by HL competencies.</p></sec><sec id="s2-4-4"><title>Study Types</title><p>We included randomized controlled trials (RCTs, eg, individual and cluster RCTs), nonrandomized studies of interventions (NRSIs; eg, quasi-randomized and controlled trials), and uncontrolled before-and-after studies defined as one-group prepost designs in which outcomes are measured before and after an intervention in the absence of a comparison group [<xref ref-type="bibr" rid="ref44">44</xref>]. Studies that did not report an interventional design or a before-and-after comparison were excluded.</p></sec></sec><sec id="s2-5"><title>Data Collection and Analysis</title><sec id="s2-5-1"><title>Selection of Studies</title><p>All identified references were deduplicated after being uploaded into supportive software (EPPI-Reviewer [<xref ref-type="bibr" rid="ref45">45</xref>] and Rayyan [<xref ref-type="bibr" rid="ref46">46</xref>]). Each title and abstract was screened by two independent reviewers according to predefined eligibility criteria. Full-text papers of potentially relevant references were reviewed by the same reviewers for inclusion. Any discrepancies were solved by discussion or by consultation with a third reviewer until consensus was reached. Studies that did not meet our eligibility criteria were excluded.</p><p>When multiple records referred to the same study population (eg, study protocols with subsequent completed publications or abstracts with full-text reports), we included only the most complete and relevant version.</p></sec><sec id="s2-5-2"><title>Data Extraction and Management</title><p>We designed a data extraction form in Microsoft Excel, with predefined items that were pilot tested based on 5 included studies. At least two reviewers performed data extraction. Hereby, one reviewer extracted relevant data. A second reviewer checked the data extraction table for accuracy. Disagreements were resolved by discussion or through arbitration by a third reviewer when consensus was not reached. In case of insufficient data, we contacted the authors of the studies and requested further information. We extracted in detail the following information presented in <xref ref-type="table" rid="table1">Table 1</xref>.</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Overview of extracted data for analysis.</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Study characteristics</td><td align="left" valign="bottom">Authors, journal, year of publication, geographical location/country, study design, study duration (year/period of study implementation), theoretical foundation, funding sources, disclosure of conflict of interest</td></tr></thead><tbody><tr><td align="left" valign="top">Intervention characteristics</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Type of intervention, intervention duration, frequency, response rate, follow-up period, and delivery mode of the intervention</p></list-item></list></td></tr><tr><td align="left" valign="top">Participant characteristics</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Age, sex, number of participants recruited/allocated/evaluated, health profession, setting (eg, hospital and community setting)</p></list-item></list></td></tr><tr><td align="left" valign="top">Study outcomes</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Primary outcome categories: COVID-19&#x2013;related health literacy, at least one facet (access, understand, appraise, or apply) or indicator (eg, knowledge and skills)</p></list-item><list-item><p>Secondary outcomes categories: Prevalence of, adherence to, attitudes toward infection prevention behavior, consultation of trusted sources of information, confidence and self-efficacy, health status, and health-related quality of life</p></list-item></list></td></tr></tbody></table></table-wrap></sec><sec id="s2-5-3"><title>Assessment of Risk of Bias Within Included Studies</title><p>Risk of bias was assessed by groups of two independent reviewers (CH, AAS, PK, EIG, ML, and JS) using the Cochrane RoB 2 Tool (Cochrane Risk of Bias 2 Tool) [<xref ref-type="bibr" rid="ref47">47</xref>] for RCTs, the ROBINS-I (Risk of Bias in Nonrandomized Studies of Interventions) [<xref ref-type="bibr" rid="ref48">48</xref>] for NRSIs tool and the EPHPP-QAT (Quality Assessment Tool for Quantitative Studies) [<xref ref-type="bibr" rid="ref49">49</xref>] for uncontrolled before-and-after studies. The tools consist of several domains, which are shown in <xref ref-type="table" rid="table2">Table 2</xref>. Eligible studies were appraised for each domain of the respective risk of bias tool. Based on the overall rating, the level of risk of bias for each domain was judged for the RoB 2 tool (&#x201C;low risk,&#x201D; &#x201C;some concerns,&#x201D; and &#x201C;high risk&#x201D;), for ROBINS-I (&#x201C;low risk,&#x201D; &#x201C;moderate risk,&#x201D; &#x201C;serious risk,&#x201D; &#x201C;critical risk,&#x201D; and &#x201C;no information&#x201D;) and for EPHHP-QAT tool (&#x201C;strong,&#x201D; &#x201C;moderate,&#x201D; and &#x201C;weak&#x201D;) [<xref ref-type="bibr" rid="ref47">47</xref>-<xref ref-type="bibr" rid="ref49">49</xref>]. For the overall judgment of risk of bias using the Cochrane RoB 2 Tool, an algorithm generated a proposed assessment for each domain based on the highest score on an individual domain. The overall judgment for outcome assessments with ROBINS-I was based on a mapping of domain-level ratings. Both overall judgments are informed by the responses to the signaling questions. The overall score for each domain of the EPHPP-QAT was used to determine the global rating for uncontrolled before-and-after studies, with scores ranging from 1.00 to 1.50 categorized as &#x201C;weak,&#x201D; 1.51 to 2.50 as &#x201C;moderate,&#x201D; and up to 3.00 as &#x201C;strong&#x201D; [<xref ref-type="bibr" rid="ref49">49</xref>].</p><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Risk of bias assessment domains of the tools used in the systematic review.</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="top">Tools and domains</td><td align="left" valign="top">Items (n)</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="2">Cochrane RoB 2 tool<sup><xref ref-type="table-fn" rid="table2fn1">a</xref></sup>, Sterne et al [<xref ref-type="bibr" rid="ref47">47</xref>], domains (n=5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bias arising from the randomization process</td><td align="left" valign="top">3</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bias due to deviations from intended interventions</td><td align="left" valign="top">7</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bias due to missing outcome data</td><td align="left" valign="top">4</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bias in measurement of the outcome</td><td align="left" valign="top">5</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bias in selection of the reported result</td><td align="left" valign="top">3</td></tr><tr><td align="left" valign="top" colspan="2">ROBINS&#x2013;I<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup>, Sterne et al [<xref ref-type="bibr" rid="ref48">48</xref>], domains (n=7)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bias due to confounding</td><td align="left" valign="top">8</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bias in selection of participants into the study</td><td align="left" valign="top">5</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bias in classification of interventions</td><td align="left" valign="top">3</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bias due to deviations from intended interventions</td><td align="left" valign="top">6</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bias due to missing data</td><td align="left" valign="top">5</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bias in measurement of outcomes</td><td align="left" valign="top">4</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bias in selection of the reported result</td><td align="left" valign="top">3</td></tr><tr><td align="left" valign="top" colspan="2">EPHPP-QAT<sup><xref ref-type="table-fn" rid="table2fn3">c</xref></sup>, Armijo-Olivo et al [<xref ref-type="bibr" rid="ref49">49</xref>], domains (n=6)<sup><xref ref-type="table-fn" rid="table2fn4">d</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Selection bias</td><td align="left" valign="top">2</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Study design</td><td align="left" valign="top">4</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Confounders</td><td align="left" valign="top">2</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Blinding</td><td align="left" valign="top">2</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Data collection</td><td align="left" valign="top">2</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Withdrawals/dropouts</td><td align="left" valign="top">2</td></tr></tbody></table><table-wrap-foot><fn id="table2fn1"><p><sup>a</sup>Cochrane RoB 2 Tool: Cochrane Risk of Bias 2 Tool. </p></fn><fn id="table2fn2"><p><sup>b</sup>ROBINS&#x2013;I: Risk of Bias in Nonrandomized Studies of Interventions.</p></fn><fn id="table2fn3"><p><sup>c</sup>EPHPP-QAT: Quality Assessment Tool for Quantitative Studies.</p></fn><fn id="table2fn4"><p><sup>d</sup>The EPHPP tool comprises eight domains, with the risk of bias being assessed based on six of these [<xref ref-type="bibr" rid="ref49">49</xref>].</p></fn></table-wrap-foot></table-wrap></sec><sec id="s2-5-4"><title>Certainty of Evidence</title><p>The overall certainty of the evidence by outcome was determined according to the GRADE (Grading of Recommendations, Assessment, Development, and Evaluation) [<xref ref-type="bibr" rid="ref50">50</xref>] approach by two independent reviewers (CH and EMS). The quality of the body of evidence was assessed based on four levels of certainty&#x2014;&#x201C;high,&#x201D; &#x201C;moderate,&#x201D; &#x201C;low,&#x201D; and &#x201C;very low&#x201D; [<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref51">51</xref>]. Considering the study design (RCTs or observational studies, eg, before-and-after studies), the quality of the eligible studies was either downgraded referring to five reasons (risk of bias, inconsistency, indirectness, imprecision, and publication bias) or upgraded based on three reasons (large effect, dose response, and all plausible residual confounding) [<xref ref-type="bibr" rid="ref50">50</xref>]. If any discrepancies between the reviewer judgments occurred, a third reviewer (PK) was consulted.</p></sec><sec id="s2-5-5"><title>Data Synthesis</title><p>Study characteristics and results were narratively summarized and presented in a summary of findings table. When at least two studies were judged sufficiently similar in terms of intervention, outcome measurement, and time point, a meta-analysis was performed [<xref ref-type="bibr" rid="ref42">42</xref>]. We calculated Hedges <italic>g</italic> for each comparison to correct for small sample bias. If means and SDs were not reported, we converted other statistics such as medians and IQRs or odds ratios to Hedges <italic>g</italic> where possible [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref53">53</xref>]. To pool effect sizes, we used random effects meta-analysis with the inverse variance method, as we expected the true intervention effects to differ due to considerable remaining between-study heterogeneity. If a study contributed more than one effect size, a three-level random effects meta-analysis model was used, with effect sizes nested in studies [<xref ref-type="bibr" rid="ref54">54</xref>]. The heterogeneity variance <inline-formula><mml:math id="ieqn1"><mml:msup><mml:mrow><mml:mi>&#x03C4;</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> was estimated using the Restricted Maximum-Likelihood Estimator [<xref ref-type="bibr" rid="ref55">55</xref>]. We used the Hartung-Knapp-Sidik-Jonkman method for calculating test statistics and CIs to account for uncertainty in the heterogeneity estimation, where appropriate, given the number of studies and the extent of between-study heterogeneity [<xref ref-type="bibr" rid="ref56">56</xref>]. Statistical significance was defined at a 2-sided <italic>P</italic> value of less than .05. The heterogeneity variance <inline-formula><mml:math id="ieqn2"><mml:msup><mml:mrow><mml:mi>&#x03C4;</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and the <inline-formula><mml:math id="ieqn3"><mml:msup><mml:mrow><mml:mi>I</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> statistic were reported along with their respective CIs as measures of heterogeneity. <inline-formula><mml:math id="ieqn4"><mml:msup><mml:mrow><mml:mi>I</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> statistics ranging from 0% to 40% were interpreted as &#x201C;might not be important,&#x201D; from 30% to 60% as &#x201C;moderate,&#x201D; from 50% to 90% as &#x201C;substantial,&#x201D; and from 75% to 100% as &#x201C;considerable&#x201D; [<xref ref-type="bibr" rid="ref42">42</xref>]. For values falling in overlapping ranges (eg, 55% or 80%), we interpreted them in context and used them for broad orientation rather than strict categorization. In addition, we also considered <italic>&#x03C4;</italic>&#x00B2; as an absolute measure of heterogeneity to support our assessment of heterogeneity and calculated 95% prediction intervals (PIs) indicating the range in which effects of future studies are expected based on present evidence using the Nagashima method [<xref ref-type="bibr" rid="ref57">57</xref>]. However, for analyses including only a single study, PIs were not estimated as between-study heterogeneity could not be assessed [<xref ref-type="bibr" rid="ref57">57</xref>]. If heterogeneity was moderate to high and the analysis included more than five studies, subgroup analysis using study- or result-level variables such as risk of bias was conducted to explore heterogeneity. If the analysis included ten or more comparisons, funnel plots and the Egger test were applied to assess potential publication bias [<xref ref-type="bibr" rid="ref58">58</xref>]. The results were visualized in forest plots where studies were ordered by weight in ascending order. Analysis was conducted in R Studio (version 2024.04.1 for Windows; R Foundation) using the packages <italic>meta</italic> [<xref ref-type="bibr" rid="ref59">59</xref>] and <italic>metafor</italic> [<xref ref-type="bibr" rid="ref60">60</xref>].</p></sec><sec id="s2-5-6"><title>Deviation From Study Protocol</title><p>During the review process, several deviations from the original protocol were introduced in response to characteristics of the identified literature. All deviations were implemented before the final data synthesis. First, the original protocol did not restrict the target population, as we initially assumed that only a limited number of eligible studies would be available. During the review process, it became evident that a considerable proportion of potentially relevant studies targeted various populations. To ensure conceptual comparability of PICO-criteria, the population was restricted to HPs.</p><p>Second, the protocol initially did not specify language restrictions to maximize the sensitivity of the search. As a substantial number of studies originated from different linguistic contexts, a language restriction was introduced to ensure accurate assessment of eligibility and data extraction. This decision was based on the research team&#x2019;s present proficiency in English, French, and German. Spanish studies were translated using the artificial intelligence translation tool DeepL by DeepL SE, and ChatGPT by OpenAI, followed by an expert verification.</p><p>Third, although gray literature and preprints were searched, only completed studies were included in the present analysis to ensure methodological rigor and robustness of the findings. Ongoing studies were documented for potential inclusion in future updates.</p><p>Fourth, the protocol did not specify an approach for assessing uncontrolled before-and-after studies. Therefore, these studies were evaluated using the EPHPP-QAT, ensuring a standardized assessment of methodological quality.</p><p>Fifth, during data extraction, we observed discrepancies between reported intervention content and measured outcomes, and combined multiple outcomes in one single measure. To adequately capture these measures and provide a more comprehensive evaluation of the interventions, studies reporting composite outcomes were considered for inclusion into the review.</p><p>Finally, while the protocol prespecified detailed procedures for addressing heterogeneity and conducting meta-analyses, substantial variability across interventions and outcome measures required a more cautious analytical approach. Therefore, the meta-analyses were conducted only when studies were deemed sufficiently comparable and were interpreted as exploratory. These listed deviations did not affect the overall conclusions of this review.</p></sec></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>Overview</title><p>The results of the study search and selection process are shown in <xref ref-type="fig" rid="figure1">Figure 1</xref>. The search yielded a total of 51,171 papers, of which 188 studies were deemed relevant. Among these, 89 studies addressed the target population of non-HPs, while 99 focused on HPs. Given the considerable number of potentially relevant studies, the present systematic review primarily focused on the population of HPs. The results about other populations will be presented in a separate publication. For future updates, we identified ongoing studies for potential inclusion; however, only published studies have been included in the present analysis to report the outcomes. In the additional file <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref> [<xref ref-type="bibr" rid="ref61">61</xref>-<xref ref-type="bibr" rid="ref188">188</xref>], Table S1 shows the excluded studies with reasons provided.</p><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Flowchart diagram according to PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) statement 2020 [<xref ref-type="bibr" rid="ref38">38</xref>]. Other reasons: study protocols and study registries excluded due to already included full-text publication, not eligible context or population. HP: health professional.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="mededu_v12i1e70400_fig01.png"/></fig></sec><sec id="s3-2"><title>Study Characteristics</title><p>Of the included studies, there were 15 RCTs [<xref ref-type="bibr" rid="ref61">61</xref>-<xref ref-type="bibr" rid="ref74">74</xref>], 4 NRSIs [<xref ref-type="bibr" rid="ref75">75</xref>-<xref ref-type="bibr" rid="ref78">78</xref>], 74 uncontrolled before-and-after studies [<xref ref-type="bibr" rid="ref79">79</xref>-<xref ref-type="bibr" rid="ref138">138</xref>,<xref ref-type="bibr" rid="ref188">188</xref>], 5 ongoing studies [<xref ref-type="bibr" rid="ref139">139</xref>-<xref ref-type="bibr" rid="ref143">143</xref>], and 1 study as awaiting classification [<xref ref-type="bibr" rid="ref144">144</xref>]. The references were published between 2020 and 2025. Most studies (96/99 studies, 97%) were published in English and 3 studies were published in Spanish. In <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>, the Tables S2-S4 show the summarized characteristics of included studies.</p></sec><sec id="s3-3"><title>Population</title><p>In total, 329,623 HPs were enrolled in interventional studies, ranging from 18 to 234,643 participants per intervention. Most participants were enrolled in uncontrolled before-and-after studies (n=327,298), whereas substantially fewer participants were included in RCTs (n<italic>=</italic>2034) and NRSIs (n=291). Most interventions were directed toward a broad range of mixed health occupational groups, accounting for 43% of studies (40/93 studies, 298,220 participants). Interventions targeted particularly at students from various disciplines, including medicine, nursing, dentistry, or pharmacy, were examined in 29% of studies (27/93 studies, 4388 participants). Five of the 93 (5%) studies were conducted in both HPs and non-HPs (9068 participants). <xref ref-type="table" rid="table3">Table 3</xref> shows the distribution of study populations by study design in more detail. RCTs were predominantly conducted among students and specialist medical practitioners, whereas uncontrolled before-and-after studies more frequently included mixed HP groups, nursing professionals, pharmacists, midwives, and students. Therefore, the distribution of professional groups differed across study designs.</p><p>The average age of participants was 29.9 (SD 8.8) years, as reported in 37% (34/93 studies) of studies. Further, 64% of the participants were female (65 studies). Most studies were conducted in Asia (48/93 studies, 52%), North America (17/93 studies, 18%), and Europe (15/93 studies, 16%). Overall, of the 93 included studies 39 (42%) took place in high-income countries, 27 (29%) in lower-middle countries, 26 (28%) in upper-middle-income countries, and 3 (3%) in low-income countries.</p><table-wrap id="t3" position="float"><label>Table 3.</label><caption><p>Study population of included studies (N=93) by study designs.</p></caption><table id="table3" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Study population</td><td align="left" valign="bottom">Participants, n total</td><td align="left" valign="bottom">Studies, k total</td><td align="left" valign="bottom">RCT<sup><xref ref-type="table-fn" rid="table3fn1">a</xref></sup>, k (n participants)</td><td align="left" valign="bottom">NRSI<sup><xref ref-type="table-fn" rid="table3fn2">b</xref></sup>, k (n participants)</td><td align="left" valign="bottom">UC<sup><xref ref-type="table-fn" rid="table3fn3">c</xref></sup>, k (n participants)</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="6">Health professionals<sup><xref ref-type="table-fn" rid="table3fn4">d</xref></sup> (n=7451, k=12)</td></tr><tr><td align="left" valign="top">&#x2003;Generalist medical practitioners</td><td align="left" valign="top">5886</td><td align="left" valign="top">1</td><td align="left" valign="top">&#x2014;<sup><xref ref-type="table-fn" rid="table3fn5">e</xref></sup></td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (5886)</td></tr><tr><td align="left" valign="top">&#x2003;Specialist medical practitioners</td><td align="left" valign="top">126</td><td align="left" valign="top">2</td><td align="left" valign="top">2 (126)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">&#x2003;Nursing professionals</td><td align="left" valign="top">950</td><td align="left" valign="top">7</td><td align="left" valign="top">1 (344)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">6 (606)</td></tr><tr><td align="left" valign="top">&#x2003;Pharmacists</td><td align="left" valign="top">279</td><td align="left" valign="top">1</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (279)</td></tr><tr><td align="left" valign="top">&#x2003;Midwives</td><td align="left" valign="top">210</td><td align="left" valign="top">1</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (210)</td></tr><tr><td align="left" valign="top" colspan="6">Health associate professionals (n=237, k=4)</td></tr><tr><td align="left" valign="top">&#x2003;Health care laboratory professionals</td><td align="left" valign="top">52</td><td align="left" valign="top">1</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (52)</td></tr><tr><td align="left" valign="top">&#x2003;Environmental, occupational health, and hygiene professionals</td><td align="left" valign="top">77</td><td align="left" valign="top">1</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (77)</td></tr><tr><td align="left" valign="top">&#x2003;Community health workers</td><td align="left" valign="top">108</td><td align="left" valign="top">2</td><td align="left" valign="top">1 (18)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (90)</td></tr><tr><td align="left" valign="top" colspan="6">Students (n=4388, k=27)</td></tr><tr><td align="left" valign="top">&#x2003;Medical students</td><td align="left" valign="top">571</td><td align="left" valign="top">7</td><td align="left" valign="top">1 (29)</td><td align="left" valign="top">1 (129)</td><td align="left" valign="top">5 (413)</td></tr><tr><td align="left" valign="top">&#x2003;Nursing students</td><td align="left" valign="top">1537</td><td align="left" valign="top">9</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (50)</td><td align="left" valign="top">8 (1487)</td></tr><tr><td align="left" valign="top">&#x2003;Paramedics students</td><td align="left" valign="top">203</td><td align="left" valign="top">2</td><td align="left" valign="top">2 (203)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">&#x2003;Dental students</td><td align="left" valign="top">118</td><td align="left" valign="top">1</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (118)</td></tr><tr><td align="left" valign="top">&#x2003;Pharmacy students</td><td align="left" valign="top">85</td><td align="left" valign="top">1</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (85)</td></tr><tr><td align="left" valign="top">&#x2003;Respiratory therapist students</td><td align="left" valign="top">37</td><td align="left" valign="top">1</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (37)</td></tr><tr><td align="left" valign="top">&#x2003;Mixed student disciplines</td><td align="left" valign="top">1837</td><td align="left" valign="top">6</td><td align="left" valign="top">2 (444)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">4 (1393)</td></tr><tr><td align="left" valign="top" colspan="6">Mixed health professional groups (n=317,297, k=50)</td></tr><tr><td align="left" valign="top">&#x2003;Various health professional occupation groups</td><td align="left" valign="top">298,220</td><td align="left" valign="top">40</td><td align="left" valign="top">5 (581)</td><td align="left" valign="top">2 (112)</td><td align="left" valign="top">33 (297,527)</td></tr><tr><td align="left" valign="top">&#x2003;Students and health professionals</td><td align="left" valign="top">10,009</td><td align="left" valign="top">5</td><td align="left" valign="top">1 (21)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">4 (9988)</td></tr><tr><td align="left" valign="top">&#x2003;Health professionals and nonhealth professionals</td><td align="left" valign="top">9068</td><td align="left" valign="top">5</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">5 (9068)</td></tr><tr><td align="left" valign="top" colspan="6">Health professional occupation not specified (n=250, k=1)</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1</td><td align="left" valign="top">1 (250)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td></tr></tbody></table><table-wrap-foot><fn id="table3fn1"><p><sup>a</sup>RCT: randomized controlled trial.</p></fn><fn id="table3fn2"><p><sup>b</sup>NRSI: nonrandomized study of interventions.</p></fn><fn id="table3fn3"><p><sup>c</sup>UC: uncontrolled before-and-after studies.</p></fn><fn id="table3fn4"><p><sup>d</sup>Categorization in accordance with the World Health Organization classification of health workers [<xref ref-type="bibr" rid="ref9">9</xref>]. </p></fn><fn id="table3fn5"><p><sup>e</sup>Not applicable.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s3-4"><title>Interventions and Comparators</title><p>The type of intervention, delivery mode, and methods, settings, and comparator varied widely across the included studies in Table S2 in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>. We identified three predominant intervention types: (1) educational interventions, (2) training programs, and (3) blended intervention approaches. Overall, 61 of the 93 (66%) studies applied educational interventions with traditional teaching of theoretical knowledge. Six (6%) studies provided training programs comprising demonstrations and the performance of practical, hands-on skills (eg, donning and doffing of PPE). Within 26 of the 93 (28%) studies, blended interventions were conducted, which combined both theoretical and practical approaches. While educational interventions were the most common intervention type across all study designs, they were predominantly evaluated in uncontrolled studies. Training programs were mainly evaluated in controlled study designs, whereas blended approaches were evaluated in both controlled and uncontrolled studies (<xref ref-type="table" rid="table4">Table 4</xref>). In controlled studies, comparators most commonly consisted of educational approaches delivered in formats similar to the intervention (<xref ref-type="table" rid="table5">Table 5</xref>), indicating that many studies compared alternative educational strategies rather than using a passive control group.</p><table-wrap id="t4" position="float"><label>Table 4.</label><caption><p>Intervention characteristics by study designs (N=93).</p></caption><table id="table4" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Intervention characteristics</td><td align="left" valign="bottom">Studies, k total (%)</td><td align="left" valign="bottom">RCT<sup><xref ref-type="table-fn" rid="table4fn1">a</xref></sup>, k (%)</td><td align="left" valign="bottom">NRSI<sup><xref ref-type="table-fn" rid="table4fn2">b</xref></sup>, k (%)</td><td align="left" valign="bottom">UC<sup><xref ref-type="table-fn" rid="table4fn3">c</xref></sup>, k (%)</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="5">Type of interventions</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Educational interventions</td><td align="left" valign="top">61 (66)</td><td align="left" valign="top">9 (10)</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">50 (54)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Training programs</td><td align="left" valign="top">6 (6)</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">&#x2014;<sup><xref ref-type="table-fn" rid="table4fn4">d</xref></sup></td><td align="left" valign="top">4 (4)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Blended intervention approaches</td><td align="left" valign="top">26 (28)</td><td align="left" valign="top">4 (4)</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">20 (22)</td></tr><tr><td align="left" valign="top" colspan="5">Guidance</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Self-guided</td><td align="left" valign="top">16 (17)</td><td align="left" valign="top">5 (5)</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">10 (11)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Provider-guided</td><td align="left" valign="top">43 (46)</td><td align="left" valign="top">6 (6)</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">36 (39)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Self- and provider-guided</td><td align="left" valign="top">32 (34)</td><td align="left" valign="top">4 (4)</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">26 (28)</td></tr><tr><td align="left" valign="top" colspan="5">Delivery mode</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Group</td><td align="left" valign="top">50 (54)</td><td align="left" valign="top">9 (10)</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">39 (42)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>One-to-one</td><td align="left" valign="top">25 (27)</td><td align="left" valign="top">7 (8)</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">17 (18)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>In-person</td><td align="left" valign="top">29 (31)</td><td align="left" valign="top">3 (3)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">26 (28)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Online distance learning</td><td align="left" valign="top">43 (46)</td><td align="left" valign="top">6 (6)</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">36 (39)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Blended learning (ie, online and in-person combined)</td><td align="left" valign="top">11 (12)</td><td align="left" valign="top">5 (5)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">6 (6)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Technologically enhanced in-person learning</td><td align="left" valign="top">6 (6)</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">2 (2)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Information on delivery mode not available</td><td align="left" valign="top">7 (8)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">7 (8)</td></tr><tr><td align="left" valign="top" colspan="5">Delivery method</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Technology-enhanced methods</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>e-learning (through digital resources and platforms)</td><td align="left" valign="top">20 (22)</td><td align="left" valign="top">4 (4)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">16 (17)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Virtual reality simulation</td><td align="left" valign="top">3 (3)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">1 (1)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Interactive methods (eg, workshops)</td><td align="left" valign="top">3 (3)</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">2 (2)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Lecture-based methods</td><td align="left" valign="top">10 (11)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">10 (11)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Self-directed methods</td><td align="left" valign="top">5 (5)</td><td align="left" valign="top">3 (3)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">2 (2)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Practice-based methods (eg, demonstrations and role play)</td><td align="left" valign="top">5 (5)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">4 (4)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Gamified methods</td><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Simulation games</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Educational games</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">2 (2)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Blended methods</td><td align="left" valign="top">51 (55)</td><td align="left" valign="top">13 (14)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">38 (41)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Information on delivery method not available</td><td align="left" valign="top">6 (6)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">6 (6)</td></tr></tbody></table><table-wrap-foot><fn id="table4fn1"><p><sup>a</sup>RCT: randomized controlled trial.</p></fn><fn id="table4fn2"><p><sup>b</sup>NRSI: nonrandomized study of interventions.</p></fn><fn id="table4fn3"><p><sup>c</sup>UC: uncontrolled before-and-after studies.</p></fn><fn id="table4fn4"><p><sup>d</sup>Not applicable. </p></fn></table-wrap-foot></table-wrap><table-wrap id="t5" position="float"><label>Table 5.</label><caption><p>Comparator characteristics by study designs (N=93).</p></caption><table id="table5" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Type of comparator</td><td align="left" valign="bottom">Studies, k total (%)</td><td align="left" valign="bottom">RCT<sup><xref ref-type="table-fn" rid="table5fn1">a</xref></sup>, k (%)</td><td align="left" valign="bottom">NRSI<sup><xref ref-type="table-fn" rid="table5fn2">b</xref></sup>, k (%)</td><td align="left" valign="bottom">UC<sup><xref ref-type="table-fn" rid="table5fn3">c</xref></sup>, k (%)</td></tr></thead><tbody><tr><td align="left" valign="top">Educational intervention</td><td align="left" valign="top">13 (14)</td><td align="left" valign="top">10 (11)</td><td align="left" valign="top">3 (3)</td><td align="left" valign="top">&#x2014;<sup><xref ref-type="table-fn" rid="table5fn4">d</xref></sup></td></tr><tr><td align="left" valign="top">Training programs</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">Blended intervention approaches</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">No intervention</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">Placebo intervention</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">Usual care</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">1 (1)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">Waitlist</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">2 (2)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">No control group</td><td align="left" valign="top">74 (80)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">74 (80)</td></tr></tbody></table><table-wrap-foot><fn id="table5fn1"><p><sup>a</sup>RCT: randomized controlled trial.</p></fn><fn id="table5fn2"><p><sup>b</sup>NRSI: nonrandomized study of interventions.</p></fn><fn id="table5fn3"><p><sup>c</sup>UC: uncontrolled before-and-after studies.</p></fn><fn id="table5fn4"><p><sup>d</sup>Not applicable. </p></fn></table-wrap-foot></table-wrap><p>HPs (27/93 studies, 29%), health educators (10/93 studies, 11%), trained instructors (13/93 studies, 14%), and researchers (18/93 studies, 19%) delivered the interventions. Universities (23/93 studies, 25%) and hospitals (33/93 studies, 35%) were the most prevalent settings. The duration of interventions lasted from 10 minutes to 19 weeks. Most of the interventions were provided in groups (50/93 studies, 54%), followed by one-to-one sessions (25/93 studies, 27%). Online distance learning (43/93 studies, 46%) was more prevalent than in-person teaching (29/93 studies, 31%) and hybrid learning (11/93 studies, 12%).</p></sec><sec id="s3-5"><title>Underlying Frameworks for Guiding Interventional Studies</title><p>Among 93 studies, 41 (44%) reported a theoretical framework or model for guiding processes such as development, implementation, and evaluation of the intervention. Hereby, 6 studies (6%) referred to learning models (Peyton&#x2019;s approach [<xref ref-type="bibr" rid="ref64">64</xref>], Miller&#x2019;s pyramid-based training [<xref ref-type="bibr" rid="ref127">127</xref>], cognitive learning theory [<xref ref-type="bibr" rid="ref91">91</xref>,<xref ref-type="bibr" rid="ref100">100</xref>,<xref ref-type="bibr" rid="ref103">103</xref>], and simulation-based mastery learning [<xref ref-type="bibr" rid="ref116">116</xref>]) and 2 (2%) applied health behavior change models (eg, health belief model [<xref ref-type="bibr" rid="ref66">66</xref>] and theory of change model [<xref ref-type="bibr" rid="ref112">112</xref>]). Further, two (2%) studies were based on Kirkpatrick&#x2019;s evaluation model [<xref ref-type="bibr" rid="ref110">110</xref>,<xref ref-type="bibr" rid="ref145">145</xref>]. Health manuals, COVID-19 protocols, and clinical information (eg, WHO protocols and Infection Prevention Control guidelines) were applied in 27 (29%) studies. While 2 (2%) of the included studies incorporated HL as a component within the curriculum [<xref ref-type="bibr" rid="ref188">188</xref>] or as an underlying concept for an online learning platform [<xref ref-type="bibr" rid="ref121">121</xref>], no study explicitly referred to an HL model or provided an established definition.</p></sec><sec id="s3-6"><title>Outcomes Measurement</title><p>The vast majority of studies reported primary outcomes related to changes in COVID-19 knowledge (75/93 studies, 81%). Of the 93 studies, 20 (22%) assessed general knowledge of COVID-19, while 43 (46%) focused on specific knowledge outcomes, primarily concerning infection prevention and control measures (19 studies, 20%), PPE performance (8 studies, 9%), COVID-19 vaccine (9 studies, 10%), SARS-CoV-2 transmission (5 studies, 5%), and infection management (4 studies, 4%). In 21 (23%) studies [<xref ref-type="bibr" rid="ref62">62</xref>-<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref67">67</xref>-<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref91">91</xref>,<xref ref-type="bibr" rid="ref92">92</xref>,<xref ref-type="bibr" rid="ref97">97</xref>,<xref ref-type="bibr" rid="ref106">106</xref>,<xref ref-type="bibr" rid="ref116">116</xref>,<xref ref-type="bibr" rid="ref122">122</xref>,<xref ref-type="bibr" rid="ref127">127</xref>,<xref ref-type="bibr" rid="ref129">129</xref>,<xref ref-type="bibr" rid="ref146">146</xref>,<xref ref-type="bibr" rid="ref147">147</xref>] changes of COVID-19 infection prevention skills were targeted, with enhancement of PPE performance being the most frequently addressed outcome (13 studies, 14%).</p><p>In total, 38 of the 93 (41%) studies [<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref78">78</xref>-<xref ref-type="bibr" rid="ref80">80</xref>,<xref ref-type="bibr" rid="ref83">83</xref>,<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref86">86</xref>,<xref ref-type="bibr" rid="ref87">87</xref>,<xref ref-type="bibr" rid="ref90">90</xref>,<xref ref-type="bibr" rid="ref93">93</xref>,<xref ref-type="bibr" rid="ref97">97</xref>,<xref ref-type="bibr" rid="ref101">101</xref>,<xref ref-type="bibr" rid="ref104">104</xref>,<xref ref-type="bibr" rid="ref105">105</xref>,<xref ref-type="bibr" rid="ref108">108</xref>,<xref ref-type="bibr" rid="ref111">111</xref>,<xref ref-type="bibr" rid="ref112">112</xref>,<xref ref-type="bibr" rid="ref119">119</xref>,<xref ref-type="bibr" rid="ref123">123</xref>,<xref ref-type="bibr" rid="ref130">130</xref>-<xref ref-type="bibr" rid="ref132">132</xref>,<xref ref-type="bibr" rid="ref135">135</xref>,<xref ref-type="bibr" rid="ref146">146</xref>-<xref ref-type="bibr" rid="ref155">155</xref>,<xref ref-type="bibr" rid="ref188">188</xref>] reported secondary outcomes such as confidence and self-efficacy (19 studies, 20%), compliance toward and prevalence of infection prevention measures behavior (6 studies, 7%), attitudes (11 studies, 12%), and composite outcomes (21 studies, 23%). One study [<xref ref-type="bibr" rid="ref121">121</xref>] developed an online learning platform aimed at fostering HL and focused in particular on knowledge, attitudes, and practices. Another study [<xref ref-type="bibr" rid="ref62">62</xref>] reported adverse events related to motion sickness caused by the use of virtual reality simulation. Among 21 studies (23%) a discrepancy was observed between the reported outcomes and the items actually used to measure the intended construct.</p><p>Most studies (65/93 studies, 70%) measured outcomes at short-term follow-up, defined as immediately following the intervention for up to four weeks from the program&#x2019;s start. Of 93 studies, 8 (9%) reported medium-term follow-up, ranging up to six months. Additionally, 9 (10%) studies determined outcomes at a second follow-up ranging from one week to eight months after completing the intervention. In 19 (20%) studies, the time point of the postintervention outcome assessment was not clearly reported.</p><p>The assessment differed across all 93 studies. The content of the assessment tools was based on hospital internal protocols [<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref83">83</xref>], national and international guidelines, such as those provided by the WHO [<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref91">91</xref>,<xref ref-type="bibr" rid="ref100">100</xref>,<xref ref-type="bibr" rid="ref146">146</xref>,<xref ref-type="bibr" rid="ref156">156</xref>], the Centers for Disease Control and Prevention [<xref ref-type="bibr" rid="ref91">91</xref>,<xref ref-type="bibr" rid="ref116">116</xref>,<xref ref-type="bibr" rid="ref134">134</xref>], or the Ministry of Health [<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref153">153</xref>]. Further, 60 studies (65%) applied self-developed instruments, created for the study. Additionally, 26 (28%) studies reported information on the development of the assessment tool. Among 37 (40%) studies using a validated tool for outcome measurement, 11 (12%) studies did not provide details regarding the validation process and measurement properties. Most studies (82/93 studies, 88%) used participants&#x2019; reported measures with Likert scales, multiple-choice, &#x201C;true&#x201D;/&#x201C;false&#x201D; or &#x201C;yes&#x201D;/&#x201C;no&#x201D; response options. In 17 of the 93 (18%) studies [<xref ref-type="bibr" rid="ref62">62</xref>-<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref83">83</xref>,<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref90">90</xref>-<xref ref-type="bibr" rid="ref92">92</xref>,<xref ref-type="bibr" rid="ref97">97</xref>,<xref ref-type="bibr" rid="ref106">106</xref>,<xref ref-type="bibr" rid="ref116">116</xref>,<xref ref-type="bibr" rid="ref122">122</xref>,<xref ref-type="bibr" rid="ref127">127</xref>,<xref ref-type="bibr" rid="ref129">129</xref>], outcomes were assessed through performance-based evaluations conducted by an observer (eg, teacher, instructor, or member of the study team) using a checklist. In one study [<xref ref-type="bibr" rid="ref188">188</xref>], the assessment tool included a HL-related item specifically.</p><p>Overall, the included studies indicated substantial conceptual overlap between COVID-19&#x2013;related HL and educational or skills-based infection control interventions. Most studies focus on knowledge and procedural competencies, corresponding to the &#x201C;understand&#x201D; and &#x201C;apply&#x201D; facets, rather than explicitly addressing the full construct. By contrast, no study explicitly assessed COVID-19&#x2013;related HL as an overall construct or examined changes in &#x201C;access&#x201D; and &#x201C;critical appraisal&#x201D; of health information (<xref ref-type="table" rid="table6">Table 6</xref>).</p><table-wrap id="t6" position="float"><label>Table 6.</label><caption><p>Outcomes conceptually assigned to levels of the underlying health literacy model by study design (N=93).</p></caption><table id="table6" frame="hsides" rules="groups"><thead><tr><td align="left" valign="top">Components and studies, n (%)</td><td align="left" valign="top">References</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="2">HL-related components</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Access</td><td align="left" valign="top">&#x2014;<sup><xref ref-type="table-fn" rid="table6fn1">a</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Understand</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>General COVID-19&#x2013;related knowledge</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 (1) RCT<sup><xref ref-type="table-fn" rid="table6fn2">b</xref></sup></td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref66">66</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 (1) NRSIs<sup><xref ref-type="table-fn" rid="table6fn3">c</xref></sup></td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref77">77</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>18 (19) UCs<sup><xref ref-type="table-fn" rid="table6fn4">d</xref></sup></td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref89">89</xref>,<xref ref-type="bibr" rid="ref92">92</xref>,<xref ref-type="bibr" rid="ref93">93</xref>,<xref ref-type="bibr" rid="ref95">95</xref>,<xref ref-type="bibr" rid="ref102">102</xref>,<xref ref-type="bibr" rid="ref103">103</xref>,<xref ref-type="bibr" rid="ref110">110</xref>,<xref ref-type="bibr" rid="ref112">112</xref>-<xref ref-type="bibr" rid="ref115">115</xref>,<xref ref-type="bibr" rid="ref117">117</xref>,<xref ref-type="bibr" rid="ref137">137</xref>,<xref ref-type="bibr" rid="ref146">146</xref>,<xref ref-type="bibr" rid="ref152">152</xref>,<xref ref-type="bibr" rid="ref156">156</xref>,<xref ref-type="bibr" rid="ref188">188</xref>]</td></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x2003;Specific COVID-19&#x2013;related knowledge (eg, on vaccination, PPE<sup><xref ref-type="table-fn" rid="table6fn5">e</xref></sup> and IPC<sup><xref ref-type="table-fn" rid="table6fn6">f</xref></sup> measures)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>7 (8) RCTs</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref70">70</xref>-<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref149">149</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 (1) NRSI</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref78">78</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>35 (38) UCs</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref81">81</xref>-<xref ref-type="bibr" rid="ref83">83</xref>,<xref ref-type="bibr" rid="ref85">85</xref>,<xref ref-type="bibr" rid="ref87">87</xref>,<xref ref-type="bibr" rid="ref88">88</xref>,<xref ref-type="bibr" rid="ref90">90</xref>,<xref ref-type="bibr" rid="ref94">94</xref>-<xref ref-type="bibr" rid="ref100">100</xref>,<xref ref-type="bibr" rid="ref104">104</xref>,<xref ref-type="bibr" rid="ref106">106</xref>-<xref ref-type="bibr" rid="ref108">108</xref>,<xref ref-type="bibr" rid="ref110">110</xref>,<xref ref-type="bibr" rid="ref118">118</xref>,<xref ref-type="bibr" rid="ref122">122</xref>,<xref ref-type="bibr" rid="ref124">124</xref>-<xref ref-type="bibr" rid="ref126">126</xref>,<xref ref-type="bibr" rid="ref130">130</xref>,<xref ref-type="bibr" rid="ref131">131</xref>,<xref ref-type="bibr" rid="ref133">133</xref>,<xref ref-type="bibr" rid="ref134">134</xref>,<xref ref-type="bibr" rid="ref136">136</xref>,<xref ref-type="bibr" rid="ref138">138</xref>,<xref ref-type="bibr" rid="ref145">145</xref>,<xref ref-type="bibr" rid="ref147">147</xref>,<xref ref-type="bibr" rid="ref150">150</xref>,<xref ref-type="bibr" rid="ref157">157</xref>,<xref ref-type="bibr" rid="ref158">158</xref>]</td></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x2003;Composite knowledge-related outcomes</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 (1) NRSI</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref76">76</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>11 (12) UCs</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref80">80</xref>,<xref ref-type="bibr" rid="ref83">83</xref>,<xref ref-type="bibr" rid="ref105">105</xref>,<xref ref-type="bibr" rid="ref111">111</xref>,<xref ref-type="bibr" rid="ref123">123</xref>,<xref ref-type="bibr" rid="ref130">130</xref>,<xref ref-type="bibr" rid="ref131">131</xref>,<xref ref-type="bibr" rid="ref151">151</xref>,<xref ref-type="bibr" rid="ref153">153</xref>-<xref ref-type="bibr" rid="ref155">155</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Critically appraise</td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Apply</td><td align="left" valign="top"/></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x2003;General COVID-19&#x2013;related infection prevention performance skills</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 (1) NRSI</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref78">78</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>6 (6) UCs</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref92">92</xref>,<xref ref-type="bibr" rid="ref106">106</xref>,<xref ref-type="bibr" rid="ref122">122</xref>,<xref ref-type="bibr" rid="ref129">129</xref>,<xref ref-type="bibr" rid="ref147">147</xref>]</td></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x2003;PPE performance skills (donning and/or doffing)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>8 (9) RCTs</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref63">63</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref67">67</xref>-<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref71">71</xref>-<xref ref-type="bibr" rid="ref73">73</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 (1) NRSI</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref75">75</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>4 (4) UCs</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref91">91</xref>,<xref ref-type="bibr" rid="ref97">97</xref>,<xref ref-type="bibr" rid="ref116">116</xref>,<xref ref-type="bibr" rid="ref127">127</xref>]</td></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x2003;Hand disinfection</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>2 (2) RCTs</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref64">64</xref>]</td></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x2003;Nasopharyngeal swab performance</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 (1) RCT</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref62">62</xref>]</td></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x2003;Composite skills-related outcomes</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 (1) UC</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref154">154</xref>]</td></tr><tr><td align="left" valign="top" colspan="2">HL-related factors</td></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Attitude</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>2 (2) RCTs</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref149">149</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 (1) NRSI</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref147">147</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>8 (9) UCs</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref92">92</xref>,<xref ref-type="bibr" rid="ref93">93</xref>,<xref ref-type="bibr" rid="ref109">109</xref>,<xref ref-type="bibr" rid="ref112">112</xref>,<xref ref-type="bibr" rid="ref146">146</xref>,<xref ref-type="bibr" rid="ref150">150</xref>,<xref ref-type="bibr" rid="ref152">152</xref>]</td></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Confidence/self-efficacy</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>7 (8) RCTs</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref64">64</xref>-<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref69">69</xref>-<xref ref-type="bibr" rid="ref71">71</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 (1) NRSI</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref78">78</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>11 (12) UCs</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref83">83</xref>,<xref ref-type="bibr" rid="ref87">87</xref>,<xref ref-type="bibr" rid="ref96">96</xref>,<xref ref-type="bibr" rid="ref97">97</xref>,<xref ref-type="bibr" rid="ref101">101</xref>,<xref ref-type="bibr" rid="ref104">104</xref>,<xref ref-type="bibr" rid="ref105">105</xref>,<xref ref-type="bibr" rid="ref108">108</xref>,<xref ref-type="bibr" rid="ref119">119</xref>,<xref ref-type="bibr" rid="ref128">128</xref>,<xref ref-type="bibr" rid="ref188">188</xref>]</td></tr><tr><td align="left" valign="top" colspan="2">&#x2003;Prevention behavior</td></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x2003;Prevalence of COVID-19 IPC measures behavior</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 RCT (1)</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref66">66</xref>]</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>2 (2) UCs</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref79">79</xref>,<xref ref-type="bibr" rid="ref152">152</xref>]</td></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x2003;Compliance to IPC measures</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 (1) UC</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref90">90</xref>]</td></tr><tr><td align="left" valign="top" colspan="2"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x2003;Adherence to IPC measures</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>2 (2) UC</td><td align="left" valign="top">[<xref ref-type="bibr" rid="ref93">93</xref>,<xref ref-type="bibr" rid="ref112">112</xref>]</td></tr></tbody></table><table-wrap-foot><fn id="table6fn1"><p><sup>a</sup>Not applicable.</p></fn><fn id="table6fn2"><p><sup>b</sup>RCT: randomized controlled trial.</p></fn><fn id="table6fn3"><p><sup>c</sup>NRSI: nonrandomized study of interventions.</p></fn><fn id="table6fn4"><p><sup>d</sup>UC: uncontrolled before-and-after studies.</p></fn><fn id="table6fn5"><p><sup>e</sup>PPE: personal protective equipment.</p></fn><fn id="table6fn6"><p><sup>f</sup>IPC: infection prevention control.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s3-7"><title>Risk of Bias Assessment</title><p>An overview of the risk of bias assessments of included studies is presented in detail in the additional file <xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref> [<xref ref-type="bibr" rid="ref61">61</xref>-<xref ref-type="bibr" rid="ref138">138</xref>,<xref ref-type="bibr" rid="ref145">145</xref>-<xref ref-type="bibr" rid="ref158">158</xref>,<xref ref-type="bibr" rid="ref188">188</xref>]. Among primary outcomes of RCTs (<italic>k</italic>=15) assessed with the Cochrane RoB 2 Tool, 14 of 26 (54%) compared results of primary outcomes were evaluated as &#x201C;some concerns.&#x201D; Primary outcomes of 6 of 26 (23%) results had &#x201C;low&#x201D; risk of bias, while another 6 of 26 (23%) results were rated at &#x201C;high&#x201D; risk of bias. Most results (16/26 studies, 62%) were rated at high risk of bias regarding the selection of the reported results due to a lack of prespecified statistical analysis plans or study protocols. Some studies [<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref63">63</xref>] did not adequately handle missing outcome data.</p><p>Based on the ROBINS-I assessments for NRSIs, all six evaluated outcomes of 4 included studies were judged as having &#x201C;serious&#x201D; risk of bias. Pertaining to the risk of bias of uncontrolled before-and-after studies using EPHPP-QAT, 73 of 74 (99%) studies were rated as being &#x201C;weak,&#x201D; and 1 study as &#x201C;moderate.&#x201D; Most uncontrolled studies used a nonprobability purposive or convenience sampling technique, resulting in a higher risk of selection bias. Neither did they report information on the blinding of participants nor outcome assessors. All NRSI and uncontrolled before-and-after studies are prone to confounding (eg, preexisting COVID-19 knowledge, interest in gaining more knowledge, and socioeconomic status), but no study adjusted or controlled for potential confounding.</p></sec><sec id="s3-8"><title>Overview of Findings Pertaining to the Effectiveness of Interventions</title><p>We performed meta-analyses for changes of COVID-19&#x2013;related knowledge and skills. Hereby, we restricted meta-analyses to RCTs and primary outcomes due to high heterogeneity across interventions and outcomes in both NRSIs and uncontrolled before-and-after studies and due to inconsistencies in secondary outcome definitions in RCTs. The results are presented in the summary of findings table, along with GRADE certainty of evidence ratings (<xref ref-type="table" rid="table7">Table 7</xref>). The summary of findings tables for all included studies, separated by study design, are shown in the additional file <xref ref-type="supplementary-material" rid="app4">Multimedia Appendix 4</xref> [<xref ref-type="bibr" rid="ref61">61</xref>-<xref ref-type="bibr" rid="ref138">138</xref>,<xref ref-type="bibr" rid="ref145">145</xref>-<xref ref-type="bibr" rid="ref158">158</xref>,<xref ref-type="bibr" rid="ref188">188</xref>,<xref ref-type="bibr" rid="ref189">189</xref>].</p><table-wrap id="t7" position="float"><label>Table 7.</label><caption><p>Summary of findings. Interventions for enhancing COVID-19&#x2013;related health literacy (HL) in health professionals.<sup><xref ref-type="table-fn" rid="table7fn1">a</xref></sup></p></caption><table id="table7" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Outcomes</td><td align="left" valign="bottom">Relative effect (95% CI)</td><td align="left" valign="bottom">Participants, n (studies)</td><td align="left" valign="bottom">Certainty of the evidence (GRADE<sup><xref ref-type="table-fn" rid="table7fn2">b</xref></sup>)</td><td align="left" valign="bottom">Comments</td></tr></thead><tbody><tr><td align="left" valign="bottom" colspan="5">Primary outcomes</td></tr><tr><td align="left" valign="top" colspan="5"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>COVID-19&#x2013;related knowledge</td></tr><tr><td align="left" valign="top">&#x2003;&#x2003;General knowledge (F1)</td><td align="left" valign="top">&#x2014;<sup>c</sup></td><td align="left" valign="top">181 (2 nonrandomized studies) Buyego et al [<xref ref-type="bibr" rid="ref76">76</xref>], Hu et al [<xref ref-type="bibr" rid="ref77">77</xref>]</td><td align="left" valign="top">&#x2014;<sup><xref ref-type="table-fn" rid="table7fn4">d</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn5">e</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn6">f</xref></sup></td><td align="left" valign="top">Meta-analysis and the GRADE domain inconsistency were not applicable because metrics of outcomes differed widely across NRSIs<sup><xref ref-type="table-fn" rid="table7fn7">g</xref></sup></td></tr><tr><td align="left" valign="top">&#x2003;&#x2003;Vaccine knowledge (F1)</td><td align="left" valign="top">SMD<sup><xref ref-type="table-fn" rid="table7fn8">h</xref></sup> 1.00 (0.33; 1.67)</td><td align="left" valign="top">155 (1 RCT<sup><xref ref-type="table-fn" rid="table7fn9">i</xref></sup>) Alotaibi et al [<xref ref-type="bibr" rid="ref61">61</xref>]</td><td align="left" valign="top">&#x2A01;&#x25EF;&#x25EF;&#x25EF; very low<sup><xref ref-type="table-fn" rid="table7fn5">e</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn10">j</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn11">k</xref></sup></td><td align="left" valign="top">The included study contains three different intervention groups, on which the meta-analysis and the GRADE assessment were based</td></tr><tr><td align="left" valign="top">&#x2003;&#x2003;PPE<sup><xref ref-type="table-fn" rid="table7fn12">l</xref></sup> knowledge (F1)</td><td align="left" valign="top">SMD 0.21 (&#x2212;0.09, 0.51)</td><td align="left" valign="top">565 (4 RCTs) Currat et al [<xref ref-type="bibr" rid="ref64">64</xref>], Suppan et al [<xref ref-type="bibr" rid="ref70">70</xref>], Suppan et al [<xref ref-type="bibr" rid="ref71">71</xref>], Xie et al [<xref ref-type="bibr" rid="ref73">73</xref>]</td><td align="left" valign="top">&#x2A01;&#x2A01;&#x25EF;&#x25EF; low<sup><xref ref-type="table-fn" rid="table7fn4">d</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn5">e</xref></sup></td><td align="left" valign="top">Among 4 included studies, 1 study [<xref ref-type="bibr" rid="ref70">70</xref>] reported outcomes in a metric that was not convertible; therefore, the meta-analysis was based on only three studies: Currat et al [<xref ref-type="bibr" rid="ref64">64</xref>], Suppan et al [<xref ref-type="bibr" rid="ref71">71</xref>], and Xie et al [<xref ref-type="bibr" rid="ref73">73</xref>]</td></tr><tr><td align="left" valign="top" colspan="5"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>COVID-19&#x2013;related infection prevention skills</td></tr><tr><td align="left" valign="top">&#x2003;&#x2003;PPE performance doffing (F1)</td><td align="left" valign="top">SMD 0.69 (&#x2212;0.95; 1.78)</td><td align="left" valign="top">154 (4 RCTs) Birrenbach et al [<xref ref-type="bibr" rid="ref62">62</xref>], Christensen et al [<xref ref-type="bibr" rid="ref63">63</xref>], Currat et al [<xref ref-type="bibr" rid="ref64">64</xref>], Manggala et al [<xref ref-type="bibr" rid="ref68">68</xref>]</td><td align="left" valign="top">&#x2A01;&#x25EF;&#x25EF;&#x25EF; very low<sup><xref ref-type="table-fn" rid="table7fn13">m</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn14">n</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn15">o</xref></sup></td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">&#x2003;&#x2003;PPE performing doffing (F2)</td><td align="left" valign="top">SMD 0.61 (&#x2212;0.07; 1.29)</td><td align="left" valign="top">93 (2 RCTs) Birrenbach et al [<xref ref-type="bibr" rid="ref62">62</xref>], Currat et al [<xref ref-type="bibr" rid="ref64">64</xref>]</td><td align="left" valign="top">&#x2A01;&#x25EF;&#x25EF;&#x25EF; very low<sup><xref ref-type="table-fn" rid="table7fn16">p</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn17">q</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn13">m</xref></sup></td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">&#x2003;&#x2003;PPE performing donning (F1)</td><td align="left" valign="top">SMD 0.28 (&#x2212;0.48; 1.04)</td><td align="left" valign="top">61 (2 RCTs) Christensen et al [<xref ref-type="bibr" rid="ref63">63</xref>], Manggala et al [<xref ref-type="bibr" rid="ref68">68</xref>]</td><td align="left" valign="top">&#x2A01;&#x25EF;&#x25EF;&#x25EF; very low<sup><xref ref-type="table-fn" rid="table7fn13">m</xref></sup><sup>,<xref ref-type="table-fn" rid="table7fn18">r</xref></sup></td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">&#x2003;&#x2003;PPE performing donning and doffing (F1)</td><td align="left" valign="top">SMD 1.95 (0.82; 3.09)</td><td align="left" valign="top">274 (3 RCTs) Li et al [<xref ref-type="bibr" rid="ref67">67</xref>], Rueda-Medina et al [<xref ref-type="bibr" rid="ref69">69</xref>], Xie et al [<xref ref-type="bibr" rid="ref73">73</xref>]</td><td align="left" valign="top">&#x2A01;&#x25EF;&#x25EF;&#x25EF; very low<sup><xref ref-type="table-fn" rid="table7fn13">m</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn18">r</xref></sup><sup>,<xref ref-type="table-fn" rid="table7fn19">s</xref></sup></td><td align="left" valign="top">&#x2014;</td></tr><tr><td align="left" valign="top">&#x2003;&#x2003;Hand disinfection (F1)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">93 (2 RCTs) Birrenbach et al [<xref ref-type="bibr" rid="ref62">62</xref>], Currat et al [<xref ref-type="bibr" rid="ref64">64</xref>]</td><td align="left" valign="top">&#x2014;<sup><xref ref-type="table-fn" rid="table7fn16">p</xref>,</sup><sup><xref ref-type="table-fn" rid="table7fn17">q</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn4">d</xref></sup></td><td align="left" valign="top">Meta-analysis and the GRADE domain inconsistency were not applicable because metrics of outcomes differed widely across RCTs</td></tr><tr><td align="left" valign="top">&#x2003;&#x2003;Hand disinfection (F2)</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">93 (2 RCTs) Birrenbach et al [<xref ref-type="bibr" rid="ref62">62</xref>], Currat et al [<xref ref-type="bibr" rid="ref64">64</xref>]</td><td align="left" valign="top">&#x2014;<sup><xref ref-type="table-fn" rid="table7fn16">p</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn17">q</xref></sup><sup>,<xref ref-type="table-fn" rid="table7fn4">d</xref></sup></td><td align="left" valign="top">Meta-analysis and the GRADE domain inconsistency were not applicable because metrics of outcomes differed widely across RCTs</td></tr><tr><td align="left" valign="top" colspan="5">Secondary outcomes</td></tr><tr><td align="left" valign="top">&#x2003;Perceived confidence in the ability to use PPE</td><td align="left" valign="top">&#x2014;</td><td align="left" valign="top">553 (4 RCTs) Currat et al [<xref ref-type="bibr" rid="ref64">64</xref>], Li et al [<xref ref-type="bibr" rid="ref67">67</xref>], Suppan et al [<xref ref-type="bibr" rid="ref70">70</xref>], Suppan et al [<xref ref-type="bibr" rid="ref71">71</xref>]</td><td align="left" valign="top">&#x2A01;&#x25EF;&#x25EF;&#x25EF; very low<sup><xref ref-type="table-fn" rid="table7fn18">r</xref></sup><sup>,</sup><sup><xref ref-type="table-fn" rid="table7fn4">d</xref></sup><sup>,<xref ref-type="table-fn" rid="table7fn20">t</xref></sup></td><td align="left" valign="top">Meta-analysis and the GRADE domain inconsistency were not applicable because metrics of outcomes differed widely across RCTs.</td></tr></tbody></table><table-wrap-foot><fn id="table7fn1"><p><sup>a</sup>Population: health professionals of various professions; setting: various health care settings; intervention: various interventions; comparison: various comparators.</p></fn><fn id="table7fn2"><p><sup>b</sup>GRADE: Grading of Recommendations, Assessment, Development, and Evaluation.</p></fn><fn id="table7fn3"><p><sup>c</sup>Not applicable.</p></fn><fn id="table7fn4"><p><sup>d</sup>As the sample size is very small in these studies, we rated down the quality of evidence by one level for imprecision.</p></fn><fn id="table7fn5"><p><sup>e</sup>The proportion of information from studies at high risk is sufficient to affect the interpretation of the results; crucial limitation for one criterion, or some limitations for multiple criteria, sufficient to lower confidence in the estimated effect.</p></fn><fn id="table7fn6"><p><sup>f</sup>As the metrics of the results differ widely across the studies, we have downgraded the quality of certainty by one level.</p></fn><fn id="table7fn7"><p><sup>g</sup>NRSI: nonrandomized study of interventions.</p></fn><fn id="table7fn8"><p><sup>h</sup>SMD: standardized mean difference.</p></fn><fn id="table7fn9"><p><sup>i</sup>RCT: randomized controlled trial.</p></fn><fn id="table7fn10"><p><sup>j</sup>A study sample based on one study and that covers only a subgroup of the population of interest.</p></fn><fn id="table7fn11"><p><sup>k</sup>We rated down the quality of evidence by one level due to the very small sample size.</p></fn><fn id="table7fn12"><p><sup>l</sup>PPE: personal protective equipment.</p></fn><fn id="table7fn13"><p><sup>m</sup>As the sample size is very small in both studies, and the CI includes appreciable benefit and no effect, we rated down the quality of evidence by two levels for imprecision.</p></fn><fn id="table7fn14"><p><sup>n</sup>Most information from results is at low risk or has some concerns, but 1 study was at high risk of bias (missing data domain). Potential limitations are likely to lower confidence in the estimated effect.</p></fn><fn id="table7fn15"><p><sup>o</sup>Minor CI overlap. Wide variance of point estimates. <italic>I</italic><sup>2</sup> implies moderate to substantial heterogeneity. Heterogeneity cannot be explained.</p></fn><fn id="table7fn16"><p><sup>p</sup>Most information from results is at low risk of bias or which were rated as some concerns (selection bias and performance bias). Plausible bias that raises some doubt about the results. Potential limitations are likely to lower confidence in the estimated effect.</p></fn><fn id="table7fn17"><p><sup>q</sup>Very few studies that address only a subgroup of the population of interest (eg, medical students) compared according to the underlying World Health Organization classification of health workers.</p></fn><fn id="table7fn18"><p><sup>r</sup>The proportion of information from studies from both at high risk and with some concerns is sufficient to affect the interpretation of the results. A crucial limitation for one criterion, or some limitations for multiple criteria, is sufficient to lower confidence in the estimated effect.</p></fn><fn id="table7fn19"><p><sup>s</sup>CI overlap. Wide variance of point estimates. <italic>I</italic><sup>2</sup> implies moderate to substantial heterogeneity. Heterogeneity cannot be explained.</p></fn><fn id="table7fn20"><p><sup>t</sup>As the effects differ widely across the studies, we have downgraded the quality of certainty by one level.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s3-9"><title>Effectiveness of Interventions in Enhancing COVID-19&#x2013;Related Knowledge</title><p>Data from four RCTs were considered for the meta-analysis on the outcome COVID-19&#x2013;related knowledge, grouped into knowledge on vaccine and PPE (<xref ref-type="fig" rid="figure2">Figure 2</xref>). COVID-19-relevant HL interventions may increase vaccine knowledge at postintervention (standardized mean difference [SMD] 1.00; 95% CI 0.33 to 1.67, <italic>I</italic><sup>2</sup>=24%), but the evidence is very uncertain about the effect. Further, the evidence is uncertain and suggests that interventions may not increase PPE knowledge at postintervention (SMD 0.21; 95% CI &#x2212;0.09 to 0.51, <italic>I</italic><sup>2</sup>=0%).</p><fig position="float" id="figure2"><label>Figure 2.</label><caption><p>COVID-19&#x2013;related knowledge. SMD: standardized mean difference.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="mededu_v12i1e70400_fig02.png"/></fig></sec><sec id="s3-10"><title>Effectiveness of Interventions in Enhancing COVID-19&#x2013;Related Infection Prevention and Control Skills</title><p>Of the 15 RCTs included, 7 RCTs contributed data to the meta-analysis (<xref ref-type="fig" rid="figure3">Figure 3</xref>). They reported on COVID-19&#x2013;related infection prevention and control performance and were categorized into competencies in PPE donning, doffing, or both. The HL-relevant interventions may increase postintervention donning and doffing skills, though the evidence remains very uncertain (SMD 1.95; 95% CI 0.82 to 3.09, <italic>I</italic><sup>2</sup>=46.1%). The evidence is very uncertain about the effect of interventions on doffing skills at postintervention (SMD 0.42; 95% CI &#x2212;0.95 to 1.78, <italic>I</italic><sup>2</sup>=62.8%) and at follow-up (SMD 0.61; 95% CI &#x2212;0.07 to 1.29, <italic>I</italic><sup>2</sup>=0%), as well as on donning skills at postintervention (SMD 0.28; 95% CI &#x2212;0.48 to 1.04, <italic>I</italic><sup>2</sup>=0%).</p><p>In addition to the findings of the meta-analysis, a narrative description of the 74 uncontrolled before-and-after studies is provided in <xref ref-type="supplementary-material" rid="app5">Multimedia Appendix 5</xref> [<xref ref-type="bibr" rid="ref94">94</xref>,<xref ref-type="bibr" rid="ref107">107</xref>,<xref ref-type="bibr" rid="ref112">112</xref>].</p><fig position="float" id="figure3"><label>Figure 3.</label><caption><p>COVID-19&#x2013;related PPE donning and doffing. PPE: personal protective equipment; SMD: standardized mean difference.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="mededu_v12i1e70400_fig03.png"/></fig></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><sec id="s4-1"><title>Principal Findings</title><p>This systematic review aimed to identify and critically evaluate evidence pertaining to interventions that focus on enhancing COVID-19&#x2013;related HL in HPs. Meta-analysis revealed favorable changes in COVID-19&#x2013;related infection prevention and control skills after the intervention, particularly in the performance of PPE donning and doffing, which are essential competencies for reducing the risk of health care&#x2013;associated infections. These findings are similar to those of Saunders et al [<xref ref-type="bibr" rid="ref190">190</xref>], who systematically investigated the impact of HL training in HP students.</p><p>However, the pooled effect sizes must be interpreted with caution. Although some effect sizes were large, they were derived from a small number of studies with limited sample sizes, which increases the risk of imprecision and unstable effect estimates. Small studies are also more susceptible to bias and may overestimate intervention effects. This is reflected in the GRADE assessment, which indicated low to very low certainty of evidence due to risk of bias, inconsistency, and imprecision. Further, many interventions targeted only a subgroup of the population of interest, for example, medical students. Whether the reported results can be applied to the population of HPs at large remains unclear [<xref ref-type="bibr" rid="ref9">9</xref>]. Thus, the identified body of evidence can largely be characterized by high inconsistency. While the pooled effect estimate suggested a statistically significant effect for the outcomes COVID-19 vaccine-related knowledge and competencies in PPE donning and doffing at postintervention, the PI included nonsignificant and both potentially beneficial and harmful effects, indicating considerable variability and limiting the generalizability of effects across intervention approaches, HP occupational populations, settings, and outcomes. This finding is consistent with the results of similar reviews [<xref ref-type="bibr" rid="ref190">190</xref>,<xref ref-type="bibr" rid="ref191">191</xref>].</p><p>Moreover, the small sample sizes in most of the included studies may have led to a failure to detect meaningful differences due to insufficient statistical power. They might be attributed to the high workload of HPs, which was exacerbated during the onset of the pandemic, and associated with time constraints, limited personnel resources, and high rates of illness among infected staff, perceived exhaustion, and pandemic fatigue [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref8">8</xref>]. Many studies used nonprobability purposive or convenience sampling techniques, which are associated with a higher risk of bias. This might also be linked to the ad hoc nature of the interventions, which were implemented in response to the pandemic. Further, the high risk of bias in most studies weakens confidence in the findings. NRSIs are prone to confounding. For instance, participants may already possess a higher level of knowledge about COVID-19 due to extensive media coverage or a general interest in acquiring more information. In uncontrolled before-and-after studies, we cannot with certainty attribute observed effects to the intervention, as there is no control group.</p><p>None of the included studies were based on a theoretical framework of HL, aligning with findings of previous studies [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref191">191</xref>]. It appears that COVID-19 HL has more often been addressed in cross-sectional than in interventional studies [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. Baumeister et al [<xref ref-type="bibr" rid="ref191">191</xref>] concluded that the integrated HL model [<xref ref-type="bibr" rid="ref20">20</xref>] might not be as familiar with the model as desired among researchers. More than half of the studies were conducted in Asia and North America, regions where the model might be less known, as it was developed in Europe [<xref ref-type="bibr" rid="ref191">191</xref>,<xref ref-type="bibr" rid="ref192">192</xref>].</p><p>Further, the identified body of evidence revealed conceptual overlap between COVID-19&#x2013;related HL and educational or skills-based interventions in the context of COVID-19 prevention and infection control. Most included studies were not designed as explicit HL interventions. Instead, COVID-19&#x2013;related HL was frequently operationalized indirectly through knowledge- and skills-related indicators rather than validated HL instruments. These indicators were relevant to the present review as they could be mapped onto specific HL facets, particularly &#x201C;understand&#x201D; and &#x201C;apply.&#x201D; However, they should not be interpreted as equivalent to the full construct of COVID-19&#x2013;related HL. None of the studies examined all four facets of HL, and the facets relating to &#x201C;access&#x201D; and &#x201C;critical appraisal&#x201D; were not explicitly addressed. The available evidence should therefore be understood as HL-relevant, but only partly HL-specific. Nevertheless, the theoretical foundation remains essential for systematically developing, comparing, and refining interventions [<xref ref-type="bibr" rid="ref193">193</xref>]. Most of the studies investigated socio-cognitive outcomes combined, such as knowledge, attitudes, and practical skill acquisition, which align more closely with the Knowledge, Attitudes, and Practices framework [<xref ref-type="bibr" rid="ref194">194</xref>].</p><p>It should also be noted that the intended outcomes were primarily assessed subjectively through self-report. Self-assessments of participants pertained to self-reported judgments about how well a person perceives themselves to know COVID-19&#x2013;specific health information. This often leads to over- or underestimation of their own knowledge or confidence, and can also evoke social desirability bias, which might affect confidence in the results [<xref ref-type="bibr" rid="ref195">195</xref>]. Miller [<xref ref-type="bibr" rid="ref196">196</xref>] highlighted the significant impact of measurement moderators on the effect sizes of HL interventions. Their findings indicated that effect sizes, and consequently the observed improvements, were greater when HL was assessed subjectively rather than through objective measures by performance or achievement indices [<xref ref-type="bibr" rid="ref196">196</xref>].</p><p>Moreover, the constructs used in the instruments were often merged, making it unclear which specific outcome was being measured, potentially leading to over- or underestimation of the results within the study. In 21 studies, a mismatch between the reported intervention content and the measured outcomes was observed. This finding is also consistent with the results of Walters et al [<xref ref-type="bibr" rid="ref193">193</xref>]. Therefore, uncertainty regarding composite outcomes cannot be ruled out.</p><p>In more than half of the studies (60 studies), new questionnaires were developed; however, 26 studies reported the development process. Limited information regarding the development process and the origin of the items was observed. These findings compare with those of Grepmeier et al [<xref ref-type="bibr" rid="ref7">7</xref>]. The lack of detailed information could be attributed to the need for implementing and conducting interventions rapidly, given the urgency to quickly develop and foster pandemic-related competencies and knowledge. Instruments for assessing COVID-19&#x2013;related HL in respective countries may not yet be widely available or accessible in various languages. Currently, only a few instruments address COVID-19 HL, such as the validated tools developed in Europe for the general population [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref197">197</xref>] and specifically for HPs, such as the &#x201C;COVID-19 related health literacy in health professionals&#x201D; [<xref ref-type="bibr" rid="ref43">43</xref>].</p><p>Regarding the delivery mode, most of the interventions were conducted through online distance learning, likely due to the circumstances and contact restrictions during the pandemic. Nevertheless, this demonstrates how quickly the implementation of interventions was adapted to rapidly changing external conditions.</p><p>Although the results indicate that COVID-19 HL interventions are beneficial for selected outcomes, individuals with high levels of self-reported and observable skills may still encounter real-world challenges in applying these competencies. This can occur, for example, in unfamiliar environments or when interacting with individuals they find intimidating, such as those in hierarchically higher-ranking positions [<xref ref-type="bibr" rid="ref35">35</xref>]. Whether HPs are able to apply what they have learned over a longer period and translate it into actual behavior cannot be confirmed based on the available data. Consistent with similar studies [<xref ref-type="bibr" rid="ref190">190</xref>,<xref ref-type="bibr" rid="ref191">191</xref>], the outcomes were primarily measured immediately or shortly after the intervention was conducted. No long-term follow-ups, extending up to one year, were reported. This may be due to the urgency and relevance of rapidly providing interventional effects to the scientific community. As a result, it remains unclear to what extent COVID-19&#x2013;related HL interventions have long-term sustainability.</p></sec><sec id="s4-2"><title>Limitations and Strengths</title><p>This review has several limitations. Substantial heterogeneity in interventions, comparators, settings, HP occupations, and outcomes limited the comparability between studies. Therefore, we were not able to state the effect of the interventions separated by delivery mode (eg, in-person and online distance learning), and delivery methods (eg, interactive and self-directed), intervention types, or specific occupational HP groups (eg, nurses, physicians, and medical students). Given the limited comparability across studies and substantial heterogeneity, the meta-analyses were conducted in an exploratory manner. Accordingly, the observed effects should be interpreted in light of the high risk of bias and low to very low certainty of evidence according to GRADE, and therefore interpreted with caution and regarded as preliminary evidence rather than definitive conclusions.</p><p>Moreover, for certain outcomes, a meta-analysis was not considered appropriate due to substantial differences in outcome metrics across studies. Consequently, the GRADE assessment could only be applied when meta-analytical results were available, and the domain of inconsistency could not be evaluated for these outcomes. The findings for these outcomes were reported narratively. We encountered challenges in contextualizing the results and the effect sizes within the existing literature, as there are currently only a few comparable reviews that report a meta-analysis based on HL interventions [<xref ref-type="bibr" rid="ref190">190</xref>,<xref ref-type="bibr" rid="ref191">191</xref>,<xref ref-type="bibr" rid="ref198">198</xref>,<xref ref-type="bibr" rid="ref199">199</xref>].</p><p>Further, most included studies did not explicitly aim to enhance the full construct of COVID-19&#x2013;related HL. Instead, most studies assessed knowledge- and skills-based outcomes that were interpreted in this review as HL-related indicators. As a result, the review captures an evidence base that is closely related to HL, but not consistently grounded in explicit HL theory or measurement. In terms of the meta-analysis, it was not possible to determine publication bias due to the small number of studies included (&#x2264;10 studies). Additionally, a considerable proportion of effect sizes required conversion, and in certain cases, the assumptions underlying conversion could only be partly verified due to limited data availability in the primary studies.</p><p>A further limitation is the use of Microsoft Excel for data extraction. Although this program is commonly used for extracting data, it lacks the automated error-checking and audit functions of specialized systematic review software. To minimize potential error, data extraction was performed by two reviewers; one reviewer extracted relevant data, and the second reviewer checked the data extraction table for accuracy.</p><p>While these limitations should be considered, the present review also offers notable strengths. To our knowledge, this is the first study systematically synthesizing and summarizing evidence on interventions aiming to increase COVID-19&#x2013;related HL in HPs. We ensured a comprehensive synthesis approach by searching 15 databases and registries, and including NRSIs and uncontrolled before-and-after studies in addition to RCT evidence, while closely adhering to guidelines for systematic reviews [<xref ref-type="bibr" rid="ref42">42</xref>]. We followed the integrated model by S&#x00F8;rensen et al [<xref ref-type="bibr" rid="ref20">20</xref>] as a framework for grouping and interpreting outcomes and intervention approaches. Further, we used validated assessment tools for rating risk of bias [<xref ref-type="bibr" rid="ref47">47</xref>-<xref ref-type="bibr" rid="ref49">49</xref>] and conducting synthesis in light of the certainty of the evidence by using GRADE [<xref ref-type="bibr" rid="ref50">50</xref>]. The interpretation and reporting of the meta-analytic findings throughout this review were aligned with the corresponding GRADE assessments.</p></sec><sec id="s4-3"><title>Implications</title><p>Our findings imply a need for further measures to be taken. Future intervention studies should be based on established HL concepts as a theoretical framework for designing and implementing interventions to promote COVID-19&#x2013;related HL as an essential key competency in HPs on the individual level. Existing models, such as the conceptualization of HL by S&#x00F8;rensen et al [<xref ref-type="bibr" rid="ref20">20</xref>], the Medical Research Council framework [<xref ref-type="bibr" rid="ref200">200</xref>], or the Optimizing HL and Access approach [<xref ref-type="bibr" rid="ref201">201</xref>], offer valuable foundations for the systematic development and adaptation of HL interventions. Further, as Nutbeam and Lloyd [<xref ref-type="bibr" rid="ref35">35</xref>] concluded, a consolidated standard curriculum for enhancing HL among HPs would be essential to adapt and tailor methods in response to crises such as the pandemic. A toolbox of established targeted educational and practice-based approaches for communicable diseases might guide researchers and clinicians in developing and implementing HL interventions rapidly in acute situations. For instance, the facet &#x201C;understand&#x201D; was frequently assessed through performance tests or self-reported questionnaires in order to capture participants&#x2019; COVID-19 knowledge. A more effective method for assessing whether participants have understood the content of a training program might be using the widely applied communication technique &#x201C;teach-back,&#x201D; where participants repeat in their own words what they have understood [<xref ref-type="bibr" rid="ref35">35</xref>]. The &#x201C;apply&#x201D; facet may be better evaluated through observations conducted by a trained reviewer, using a predeveloped checklist (reported in 17 studies) compared to the often used self-assessments.</p><p>Moreover, the use of validated instruments available in various languages to evaluate changes in COVID-19&#x2013;related HL is emphasized. Further, to monitor changes over time and capture long-term effects, future trials should incorporate repeated follow-up assessments after the intervention for at least 12 months after the intervention.</p><p>This review focused on the individual HL of HPs. The representation of professional HL in the context of the pandemic was not within the scope of this work. Beyond individual skills, clinicians with higher COVID-19&#x2013;related HL, and thus a deeper understanding of COVID-19 and its related guidelines, may be better positioned to make informed decisions regarding patient management. This includes recognizing symptoms, knowing when to increase care, advising on appropriate treatments, answering patient questions effectively, and providing clear instructions on infection prevention and control measures. This is especially critical in environments in which misinformation and frequently changing guidelines can create uncertainty for both providers and patients [<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref202">202</xref>]. Moreover, HPs are among others the primary sources of information for patients and the public [<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref203">203</xref>]. Therefore, the level of COVID-19&#x2013;related HL among HPs may also influence their surroundings, including the behaviors and attitudes of patients.</p><p>In this context, professional HL plays a crucial role, as it extends beyond individual competencies. Professional HL refers to the ability to communicate health information to patients in an understandable manner and to act on this information [<xref ref-type="bibr" rid="ref204">204</xref>]. Pandemic-related HL interventions should not only focus on enhancing individual skills but also address professional HL, as HPs play a key role in promoting HL within the general population. Their transferable skills can significantly contribute to improving public HL [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref204">204</xref>].</p><p>HL-targeted interventions may empower individuals to enhance their competencies regarding infection control measures, enabling them to navigate the vast amount of pandemic-related information more effectively. This is particularly important as the pandemic transitions into an endemic phase, where ongoing community transmission necessitates sustained health education efforts. Given the ongoing presence of SARS-CoV-2 and the anticipated infection rates due to seasonal factors [<xref ref-type="bibr" rid="ref205">205</xref>], we assume that the evidence landscape from COVID-19&#x2013;related HL interventions continues to evolve. The increased number of records identified through database searches between the initial and updated searches (<xref ref-type="fig" rid="figure1">Figure 1</xref>) supports this assumption. Therefore, we aim to continuously identify and integrate new evidence and thus transform this systematic review into a living systematic review.</p></sec><sec id="s4-4"><title>Conclusions</title><p>A total of 15 studies investigated the effect of interventions relevant to COVID-19&#x2013;related HL among HPs. However, the identified evidence base was heterogeneous in terms of intervention content, delivery, study populations, and outcomes, limiting the comparability and the synthesis of effects. Most included studies evaluated short-term educational or skills-based infection control interventions and operationalized HL indirectly through knowledge- and skills-related indicators rather than explicit, theory-based HL measures.</p><p>Overall, the identified interventions might support HPs&#x2019; short-term competencies relevant to infection prevention and control measures. Although some interventions showed large effects on specific outcomes, the evidence remains uncertain due to small sample sizes, high risk of bias, heterogeneity, imprecision, and limited theoretical grounding. In the absence of long-term follow-up data, the sustainability of observed effects remains unclear. The available evidence is closely related to HL, but not fully representative of explicitly HL-based interventions. Interventions explicitly designed to enhance the full construct of COVID-19&#x2013;related HL remain largely absent. However, high-quality RCTs with adequate statistical power are needed to advance the current understanding of how interventions can strengthen HL in the context of communicable diseases, including COVID-19.</p></sec></sec></body><back><ack><p>We used the machine learning artificial intelligence Rayyan for conducting the title, abstract, and full-text screening. For correcting grammar and spelling, we used ChatGPT and DeepL. After using these tools, the authors reviewed and edited the content as needed and take full responsibility for the content of this publication.</p></ack><notes><sec><title>Funding</title><p>This systematic review is supported by the German Research Foundation (DFG, Deutsche Forschungsgemeinschaft), partially funded as subprojects of DFG Research Group FOR 2959 (HELICAP), AP 253/3-1. The HELICAP research group (project number 409800133) is an association of leading scientists at six locations in Germany. In addition to the Otto von Guericke University Magdeburg, the University of Education Freiburg, the University Medical Centre Mainz, the Brandenburg Medical School, the Hannover Medical School, and the University of Regensburg are involved in the interdisciplinary HELICAP research group. The members of the HELICAP steering committee are Prof Dr Christian Apfelbacher, Prof Dr Eva Maria Bitzer, Prof Dr Barbara Fillenberg, Prof Dr Christine Holmberg, Dr Julia von Sommoggy, Dr Jonas Lander, and PD Dr Susanne Brandstetter. The funder had no involvement in this study&#x2019;s design, data collection, analysis, interpretation, or the writing of this paper.</p></sec></notes><fn-group><fn fn-type="con"><p>CJA and UM conceived this study. CJA, UM, and CH developed the search strategy, CH performed the literature search, and CH, UM, AS, EMS, LK, EIG, and ML screened titles and abstracts. CH, AS, EMS, LK, EIG, and ML conducted full-text screening, and CH, AS, EIG, ML, and JS extracted the data. CH, PK, AS, EIG, JS, and ML conducted risk of bias assessments. PK and AS conducted the meta-analyses. CH, AS, EMS and PK wrote and edited the manuscript draft. All authors reviewed the paper for important intellectual content. All authors read and approved this paper.</p></fn><fn fn-type="conflict"><p>None declared.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">Cochrane RoB 2 Tool</term><def><p>Cochrane Risk of Bias 2 Tool</p></def></def-item><def-item><term id="abb2">EPHPP-QAT</term><def><p>Quality Assessment Tool for Quantitative Studies</p></def></def-item><def-item><term id="abb3">GRADE </term><def><p>Grading of Recommendations, Assessment, Development, and Evaluation</p></def></def-item><def-item><term id="abb4">HL</term><def><p>health literacy</p></def></def-item><def-item><term id="abb5">HP</term><def><p>health professional</p></def></def-item><def-item><term id="abb6">MERS</term><def><p>Middle East respiratory syndrome</p></def></def-item><def-item><term id="abb7">NRSI</term><def><p>nonrandomized study of interventions</p></def></def-item><def-item><term id="abb8">PI</term><def><p>prediction interval</p></def></def-item><def-item><term id="abb9">PICO</term><def><p>Population-Intervention-Comparator-Outcome</p></def></def-item><def-item><term id="abb10">PPE</term><def><p>personal protective equipment</p></def></def-item><def-item><term id="abb11">PRISMA </term><def><p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses</p></def></def-item><def-item><term id="abb12">RCT</term><def><p>randomized controlled trial</p></def></def-item><def-item><term id="abb13">ROBINS-I</term><def><p>Risk of Bias in Nonrandomized Studies of Interventions</p></def></def-item><def-item><term id="abb14">SMD</term><def><p>standardized mean difference</p></def></def-item><def-item><term id="abb15">WHO</term><def><p>World Health Organization</p></def></def-item></def-list></glossary><ref-list><title>References</title><ref id="ref1"><label>1</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>West</surname><given-names>R</given-names> </name><name name-style="western"><surname>Michie</surname><given-names>S</given-names> </name><name name-style="western"><surname>Rubin</surname><given-names>GJ</given-names> </name><name name-style="western"><surname>Aml&#x00F4;t</surname><given-names>R</given-names> </name></person-group><article-title>Applying principles of behaviour change to reduce SARS-CoV-2 transmission</article-title><source>Nat Hum Behav</source><year>2020</year><month>05</month><volume>4</volume><issue>5</issue><fpage>451</fpage><lpage>459</lpage><pub-id pub-id-type="doi">10.1038/s41562-020-0887-9</pub-id><pub-id pub-id-type="medline">32377018</pub-id></nlm-citation></ref><ref id="ref2"><label>2</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Ghio</surname><given-names>D</given-names> </name><name name-style="western"><surname>Lawes-Wickwar</surname><given-names>S</given-names> </name><name name-style="western"><surname>Tang</surname><given-names>MY</given-names> </name><etal/></person-group><article-title>What influences people&#x2019;s responses to public health messages for managing risks and preventing infectious diseases? 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